Index

_

__add__() (Environment.pykov.Matrix method) (Environment.pykov.Vector method) __bool__() (Environment.usetqdm.tqdm method) __call__() (Environment.usejoblib.Parallel method) __del__() (Environment.usetqdm.tqdm method) __delitem__() (Environment.pykov.Matrix method) __dict__ (Arms.Arm.Arm attribute) (Environment.Evaluator.Evaluator attribute) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers attribute) (Environment.MAB.MAB attribute) (Environment.Result.Result attribute) (Environment.ResultMultiPlayers.ResultMultiPlayers attribute) (Policies.BasePolicy.BasePolicy attribute) (Policies.Posterior.Posterior.Posterior attribute) (PoliciesMultiPlayers.BaseCentralizedPolicy.BaseCentralizedPolicy attribute) (PoliciesMultiPlayers.BaseMPPolicy.BaseMPPolicy attribute) (PoliciesMultiPlayers.ChildPointer.ChildPointer attribute) (complete_tree_exploration_for_MP_bandits.State attribute) __enter__() (Environment.usejoblib.Parallel method) (Environment.usetqdm.tqdm method) __exit__() (Environment.usejoblib.Parallel method) (Environment.usetqdm.tqdm method) __getitem__() (Environment.pykov.Matrix method) (Environment.pykov.Vector method) __hash__() (complete_tree_exploration_for_MP_bandits.State method) (Environment.usetqdm.tqdm method) (complete_tree_exploration_for_MP_bandits.StateWithMemory method) __init__() (Arms.Arm.Arm method) (Arms.Bernoulli.Bernoulli method) (Arms.Binomial.Binomial method) (Arms.Constant.Constant method) (Arms.DiscreteArm.DiscreteArm method) (Arms.Exponential.Exponential method) (Arms.Exponential.ExponentialFromMean method) (Arms.Exponential.UnboundedExponential method) (Arms.Gamma.Gamma method) (Arms.Gamma.GammaFromMean method) (Arms.Gamma.UnboundedGamma method) (Arms.Gaussian.Gaussian method) (Arms.Gaussian.Gaussian_0_1 method) (Arms.Gaussian.Gaussian_0_10 method) (Arms.Gaussian.Gaussian_0_100 method) (Arms.Gaussian.Gaussian_0_2 method) (Arms.Gaussian.Gaussian_0_5 method) (Arms.Gaussian.Gaussian_m100_100 method) (Arms.Gaussian.Gaussian_m10_10 method) (Arms.Gaussian.Gaussian_m1_1 method) (Arms.Gaussian.Gaussian_m2_2 method) (Arms.Gaussian.Gaussian_m5_5 method) (Arms.Gaussian.UnboundedGaussian method) (Arms.Poisson.Poisson method) (Arms.Poisson.UnboundedPoisson method) (Arms.RestedRottingArm.RestedRottingArm method) (Arms.RestedRottingArm.RestedRottingBernoulli method) (Arms.RestedRottingArm.RestedRottingBinomial method) (Arms.RestedRottingArm.RestedRottingConstant method) (Arms.RestedRottingArm.RestedRottingExponential method) (Arms.RestedRottingArm.RestedRottingGaussian method) (Arms.RestedRottingArm.RestedRottingPoisson method) (Arms.RestlessArm.RestlessArm method) (Arms.RestlessArm.RestlessBernoulli method) (Arms.RestlessArm.RestlessBinomial method) (Arms.RestlessArm.RestlessConstant method) (Arms.RestlessArm.RestlessExponential method) (Arms.RestlessArm.RestlessGaussian method) (Arms.RestlessArm.RestlessPoisson method) (Arms.UniformArm.UniformArm method) (Environment.Evaluator.Evaluator method) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) (Environment.EvaluatorSparseMultiPlayers.EvaluatorSparseMultiPlayers method) (Environment.MAB.ChangingAtEachRepMAB method) (Environment.MAB.IncreasingMAB method) (Environment.MAB.MAB method) (Environment.MAB.MarkovianMAB method) (Environment.MAB.NonStationaryMAB method) (Environment.MAB.PieceWiseStationaryMAB method) (Environment.Result.Result method) (Environment.ResultMultiPlayers.ResultMultiPlayers method) (Environment.pykov.Matrix method) (Environment.pykov.PykovError method) (Environment.pykov.Vector method) (Environment.usejoblib.Parallel method) (Environment.usetqdm.tqdm method) (Policies.AdBandits.AdBandits method) (Policies.AdSwitch.AdSwitch method) (Policies.AdSwitchNew.AdSwitchNew method) (Policies.Aggregator.Aggregator method) (Policies.ApproximatedFHGittins.ApproximatedFHGittins method) (Policies.BESA.BESA method) (Policies.BasePolicy.BasePolicy method) (Policies.BaseWrapperPolicy.BaseWrapperPolicy method) (Policies.BayesianIndexPolicy.BayesianIndexPolicy method) (Policies.BoltzmannGumbel.BoltzmannGumbel method) (Policies.CD_UCB.CD_IndexPolicy method) (Policies.CD_UCB.UCBLCB_IndexPolicy method) (Policies.CORRAL.CORRAL method) (Policies.CPUCB.CPUCB method) (Policies.CUSUM_UCB.CUSUM_IndexPolicy method) (Policies.DMED.DMED method) (Policies.DMED.DMEDPlus method) (Policies.DiscountedBayesianIndexPolicy.DiscountedBayesianIndexPolicy method) (Policies.DiscountedUCB.DiscountedUCB method) (Policies.DiscountedUCB.DiscountedUCBPlus method) (Policies.DiscountedUCB.DiscountedklUCB method) (Policies.DoublingTrickWrapper.DoublingTrickWrapper method) (Policies.EpsilonGreedy.EpsilonDecreasing method) (Policies.EpsilonGreedy.EpsilonDecreasingMEGA method) (Policies.EpsilonGreedy.EpsilonExpDecreasing method) (Policies.EpsilonGreedy.EpsilonFirst method) (Policies.EpsilonGreedy.EpsilonGreedy method) (Policies.Exp3.Exp3 method) (Policies.Exp3.Exp3ELM method) (Policies.Exp3.Exp3WithHorizon method) (Policies.Exp3PlusPlus.Exp3PlusPlus method) (Policies.Exp3R.DriftDetection_IndexPolicy method) (Policies.Exp3R.Exp3R method) (Policies.Exp3R.Exp3RPlusPlus method) (Policies.Exp3S.Exp3S method) (Policies.Experimentals.KLempUCB.KLempUCB method) (Policies.Experimentals.ThompsonRobust.ThompsonRobust method) (Policies.Experimentals.UCBjulia.UCBjulia method) (Policies.Experimentals.UCBlog10alpha.UCBlog10alpha method) (Policies.ExploreThenCommit.DeltaUCB method) (Policies.ExploreThenCommit.ETC_BAI method) (Policies.ExploreThenCommit.ETC_FixedBudget method) (Policies.ExploreThenCommit.ETC_KnownGap method) (Policies.ExploreThenCommit.ETC_RandomStop method) (Policies.ExploreThenCommit._ETC_RoundRobin_WithStoppingCriteria method) (Policies.FEWA.EFF_FEWA method) (Policies.FEWA.FEWA method) (Policies.GLR_UCB.BernoulliGLR_IndexPolicy method) (Policies.GLR_UCB.GLR_IndexPolicy method) (Policies.GLR_UCB.GaussianGLR_IndexPolicy method) (Policies.GLR_UCB.OurGaussianGLR_IndexPolicy method) (Policies.GLR_UCB.SubGaussianGLR_IndexPolicy method) (Policies.GenericAggregation.GenericAggregation method) (Policies.GreedyOracle.GreedyOracle method) (Policies.GreedyOracle.GreedyPolicy method) (Policies.Hedge.Hedge method) (Policies.Hedge.HedgeWithHorizon method) (Policies.IMED.IMED method) (Policies.IndexPolicy.IndexPolicy method) (Policies.LM_DSEE.LM_DSEE method) (Policies.LearnExp.LearnExp method) (Policies.MEGA.MEGA method) (Policies.MOSSAnytime.MOSSAnytime method) (Policies.MOSSH.MOSSH method) (Policies.Monitored_UCB.Monitored_IndexPolicy method) (Policies.MusicalChair.MusicalChair method) (Policies.MusicalChairNoSensing.MusicalChairNoSensing method) (Policies.OCUCB.OCUCB method) (Policies.OCUCBH.AOCUCBH method) (Policies.OCUCBH.OCUCBH method) (Policies.OSSB.GaussianOSSB method) (Policies.OSSB.OSSB method) (Policies.OSSB.OSSB_AutoDecreasingRate method) (Policies.OSSB.OSSB_DecreasingRate method) (Policies.OSSB.SparseOSSB method) (Policies.OracleSequentiallyRestartPolicy.OracleSequentiallyRestartPolicy method) (Policies.PHE.PHE method) (Policies.Posterior.Beta.Beta method) (Policies.Posterior.DiscountedBeta.DiscountedBeta method) (Policies.Posterior.Gamma.Gamma method) (Policies.Posterior.Gauss.Gauss method) (Policies.Posterior.Posterior.Posterior method) (Policies.ProbabilityPursuit.ProbabilityPursuit method) (Policies.RAWUCB.EFF_RAWUCB_pp method) (Policies.RAWUCB.EFF_RAWklUCB method) (Policies.RAWUCB.RAWUCB method) (Policies.RAWUCB.RAWUCB_pp method) (Policies.RandomizedIndexPolicy.RandomizedIndexPolicy method) (Policies.SIC_MMAB.SIC_MMAB method) (Policies.SIC_MMAB.SIC_MMAB_klUCB method) (Policies.SWA.SWA method) (Policies.SWA.wSWA method) (Policies.SWHash_UCB.SWHash_IndexPolicy method) (Policies.SlidingWindowRestart.SWR_UCB method) (Policies.SlidingWindowRestart.SWR_UCBalpha method) (Policies.SlidingWindowRestart.SWR_klUCB method) (Policies.SlidingWindowRestart.SlidingWindowRestart method) (Policies.SlidingWindowUCB.SWUCB method) (Policies.SlidingWindowUCB.SWUCBPlus method) (Policies.SlidingWindowUCB.SWklUCB method) (Policies.Softmax.Softmax method) (Policies.Softmax.SoftmaxWithHorizon method) (Policies.SparseUCB.SparseUCB method) (Policies.SparseWrapper.SparseWrapper method) (Policies.SparseklUCB.SparseklUCB method) (Policies.TakeFixedArm.TakeFixedArm method) (Policies.TakeRandomFixedArm.TakeRandomFixedArm method) (Policies.TrekkingTSN.TrekkingTSN method) (Policies.TsallisInf.TsallisInf method) (Policies.UCBH.UCBH method) (Policies.UCBV.UCBV method) (Policies.UCBalpha.UCBalpha method) (Policies.UCBdagger.UCBdagger method) (Policies.UCBimproved.UCBimproved method) (Policies.UCBoost.UCB_bq method) (Policies.UCBoost.UCB_h method) (Policies.UCBoost.UCB_lb method) (Policies.UCBoost.UCB_sq method) (Policies.UCBoost.UCB_t method) (Policies.UCBoost.UCBoost method) (Policies.UCBoost.UCBoostEpsilon method) (Policies.UCBoost.UCBoost_bq_h_lb method) (Policies.UCBoost.UCBoost_bq_h_lb_t method) (Policies.UCBoost.UCBoost_bq_h_lb_t_sq method) (Policies.UCBrandomInit.UCBrandomInit method) (Policies.Uniform.Uniform method) (Policies.UniformOnSome.UniformOnSome method) (Policies.WrapRange.WrapRange method) (Policies.klUCB.klUCB method) (Policies.klUCBH.klUCBH method) (Policies.klUCBHPlus.klUCBHPlus method) (Policies.klUCBPlusPlus.klUCBPlusPlus method) (Policies.klUCB_forGLR.klUCB_forGLR method) (Policies.klUCBloglog_forGLR.klUCBloglog_forGLR method) (Policies.klUCBswitch.klUCBswitch method) (Policies.klUCBswitch.klUCBswitchAnytime method) (PoliciesMultiPlayers.ALOHA.ALOHA method) (PoliciesMultiPlayers.ALOHA.oneALOHA method) (PoliciesMultiPlayers.BaseCentralizedPolicy.BaseCentralizedPolicy method) (PoliciesMultiPlayers.BaseMPPolicy.BaseMPPolicy method) (PoliciesMultiPlayers.CentralizedCycling.CentralizedCycling method) (PoliciesMultiPlayers.CentralizedCycling.Cycling method) (PoliciesMultiPlayers.CentralizedFixed.CentralizedFixed method) (PoliciesMultiPlayers.CentralizedFixed.Fixed method) (PoliciesMultiPlayers.CentralizedMultiplePlay.CentralizedMultiplePlay method) (PoliciesMultiPlayers.ChildPointer.ChildPointer method) (PoliciesMultiPlayers.EstimateM.EstimateM method) (PoliciesMultiPlayers.EstimateM.oneEstimateM method) (PoliciesMultiPlayers.OracleFair.CyclingBest method) (PoliciesMultiPlayers.OracleFair.OracleFair method) (PoliciesMultiPlayers.OracleNotFair.Fixed method) (PoliciesMultiPlayers.OracleNotFair.OracleNotFair method) (PoliciesMultiPlayers.RandTopM.MCTopM method) (PoliciesMultiPlayers.RandTopM.MCTopMCautious method) (PoliciesMultiPlayers.RandTopM.MCTopMExtraCautious method) (PoliciesMultiPlayers.RandTopM.MCTopMOld method) (PoliciesMultiPlayers.RandTopM.RandTopM method) (PoliciesMultiPlayers.RandTopM.RandTopMCautious method) (PoliciesMultiPlayers.RandTopM.RandTopMExtraCautious method) (PoliciesMultiPlayers.RandTopM.RandTopMOld method) (PoliciesMultiPlayers.RandTopM.oneRandTopM method) (PoliciesMultiPlayers.RandTopMEst.MCTopMEst method) (PoliciesMultiPlayers.RandTopMEst.MCTopMEstPlus method) (PoliciesMultiPlayers.RandTopMEst.RandTopMEst method) (PoliciesMultiPlayers.RandTopMEst.RandTopMEstPlus method) (PoliciesMultiPlayers.RandTopMEst.oneRandTopMEst method) (PoliciesMultiPlayers.Scenario1.OneScenario1 method) (PoliciesMultiPlayers.Scenario1.Scenario1 method) (PoliciesMultiPlayers.Selfish.Selfish method) (PoliciesMultiPlayers.rhoCentralized.oneRhoCentralized method) (PoliciesMultiPlayers.rhoCentralized.rhoCentralized method) (PoliciesMultiPlayers.rhoEst.oneRhoEst method) (PoliciesMultiPlayers.rhoEst.rhoEst method) (PoliciesMultiPlayers.rhoEst.rhoEstPlus method) (PoliciesMultiPlayers.rhoLearn.oneRhoLearn method) (PoliciesMultiPlayers.rhoLearn.rhoLearn method) (PoliciesMultiPlayers.rhoLearnEst.rhoLearnEst method) (PoliciesMultiPlayers.rhoLearnExp3.oneRhoLearnExp3 method) (PoliciesMultiPlayers.rhoLearnExp3.rhoLearnExp3 method) (PoliciesMultiPlayers.rhoRand.oneRhoRand method) (PoliciesMultiPlayers.rhoRand.rhoRand method) (PoliciesMultiPlayers.rhoRandALOHA.oneRhoRandALOHA method) (PoliciesMultiPlayers.rhoRandALOHA.rhoRandALOHA method) (PoliciesMultiPlayers.rhoRandRand.oneRhoRandRand method) (PoliciesMultiPlayers.rhoRandRand.rhoRandRand method) (PoliciesMultiPlayers.rhoRandRotating.oneRhoRandRotating method) (PoliciesMultiPlayers.rhoRandRotating.rhoRandRotating method) (PoliciesMultiPlayers.rhoRandSticky.oneRhoRandSticky method) (PoliciesMultiPlayers.rhoRandSticky.rhoRandSticky method) (complete_tree_exploration_for_MP_bandits.State method) (complete_tree_exploration_for_MP_bandits.StateWithMemory method) __initEnvironments__() (Environment.Evaluator.Evaluator method) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) __initPlayers__() (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) __initPolicies__() (Environment.Evaluator.Evaluator method) __iter__() (Environment.usetqdm.tqdm method) __len__() (Environment.usetqdm.tqdm method) __module__ (Arms.Arm.Arm attribute) (Arms.Bernoulli.Bernoulli attribute) (Arms.Binomial.Binomial attribute) (Arms.Constant.Constant attribute) (Arms.DiscreteArm.DiscreteArm attribute) (Arms.Exponential.Exponential attribute) (Arms.Exponential.ExponentialFromMean attribute) (Arms.Exponential.UnboundedExponential attribute) (Arms.Gamma.Gamma attribute) (Arms.Gamma.GammaFromMean attribute) (Arms.Gamma.UnboundedGamma attribute) (Arms.Gaussian.Gaussian attribute) (Arms.Gaussian.Gaussian_0_1 attribute) (Arms.Gaussian.Gaussian_0_10 attribute) (Arms.Gaussian.Gaussian_0_100 attribute) (Arms.Gaussian.Gaussian_0_2 attribute) (Arms.Gaussian.Gaussian_0_5 attribute) (Arms.Gaussian.Gaussian_m100_100 attribute) (Arms.Gaussian.Gaussian_m10_10 attribute) (Arms.Gaussian.Gaussian_m1_1 attribute) (Arms.Gaussian.Gaussian_m2_2 attribute) (Arms.Gaussian.Gaussian_m5_5 attribute) (Arms.Gaussian.UnboundedGaussian attribute) (Arms.Poisson.Poisson attribute) (Arms.Poisson.UnboundedPoisson attribute) (Arms.RestedRottingArm.RestedRottingArm attribute) (Arms.RestedRottingArm.RestedRottingBernoulli attribute) (Arms.RestedRottingArm.RestedRottingBinomial attribute) (Arms.RestedRottingArm.RestedRottingConstant attribute) (Arms.RestedRottingArm.RestedRottingExponential attribute) (Arms.RestedRottingArm.RestedRottingGaussian attribute) (Arms.RestedRottingArm.RestedRottingPoisson attribute) (Arms.RestlessArm.RestlessArm attribute) (Arms.RestlessArm.RestlessBernoulli attribute) (Arms.RestlessArm.RestlessBinomial attribute) (Arms.RestlessArm.RestlessConstant attribute) (Arms.RestlessArm.RestlessExponential attribute) (Arms.RestlessArm.RestlessGaussian attribute) (Arms.RestlessArm.RestlessPoisson attribute) (Arms.UniformArm.UniformArm attribute) (Environment.Evaluator.Evaluator attribute) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers attribute) (Environment.EvaluatorSparseMultiPlayers.EvaluatorSparseMultiPlayers attribute) (Environment.MAB.ChangingAtEachRepMAB attribute) (Environment.MAB.IncreasingMAB attribute) (Environment.MAB.MAB attribute) (Environment.MAB.MarkovianMAB attribute) (Environment.MAB.NonStationaryMAB attribute) (Environment.MAB.PieceWiseStationaryMAB attribute) (Environment.Result.Result attribute) (Environment.ResultMultiPlayers.ResultMultiPlayers attribute) (Environment.pykov.Chain attribute) (Environment.pykov.Matrix attribute) (Environment.pykov.PykovError attribute) (Environment.pykov.Vector attribute) (Environment.usejoblib.Parallel attribute) (Environment.usetqdm.tqdm attribute) (Policies.AdBandits.AdBandits attribute) (Policies.AdSwitch.AdSwitch attribute) (Policies.AdSwitch.Phase attribute) (Policies.AdSwitchNew.AdSwitchNew attribute) (Policies.Aggregator.Aggregator attribute) (Policies.ApproximatedFHGittins.ApproximatedFHGittins attribute) (Policies.BESA.BESA attribute) (Policies.BasePolicy.BasePolicy attribute) (Policies.BaseWrapperPolicy.BaseWrapperPolicy attribute) (Policies.BayesUCB.BayesUCB attribute) (Policies.BayesianIndexPolicy.BayesianIndexPolicy attribute) (Policies.BoltzmannGumbel.BoltzmannGumbel attribute) (Policies.CD_UCB.CD_IndexPolicy attribute) (Policies.CD_UCB.SlidingWindowRestart_IndexPolicy attribute) (Policies.CD_UCB.UCBLCB_IndexPolicy attribute) (Policies.CORRAL.CORRAL attribute) (Policies.CPUCB.CPUCB attribute) (Policies.CUSUM_UCB.CUSUM_IndexPolicy attribute) (Policies.CUSUM_UCB.PHT_IndexPolicy attribute) (Policies.DMED.DMED attribute) (Policies.DMED.DMEDPlus attribute) (Policies.DiscountedBayesianIndexPolicy.DiscountedBayesianIndexPolicy attribute) (Policies.DiscountedThompson.DiscountedThompson attribute) (Policies.DiscountedUCB.DiscountedUCB attribute) (Policies.DiscountedUCB.DiscountedUCBPlus attribute) (Policies.DiscountedUCB.DiscountedklUCB attribute) (Policies.DiscountedUCB.DiscountedklUCBPlus attribute) (Policies.DoublingTrickWrapper.DoublingTrickWrapper attribute) (Policies.EmpiricalMeans.EmpiricalMeans attribute) (Policies.EpsilonGreedy.EpsilonDecreasing attribute) (Policies.EpsilonGreedy.EpsilonDecreasingMEGA attribute) (Policies.EpsilonGreedy.EpsilonExpDecreasing attribute) (Policies.EpsilonGreedy.EpsilonFirst attribute) (Policies.EpsilonGreedy.EpsilonGreedy attribute) (Policies.Exp3.Exp3 attribute) (Policies.Exp3.Exp3Decreasing attribute) (Policies.Exp3.Exp3ELM attribute) (Policies.Exp3.Exp3SoftMix attribute) (Policies.Exp3.Exp3WithHorizon attribute) (Policies.Exp3PlusPlus.Exp3PlusPlus attribute) (Policies.Exp3R.DriftDetection_IndexPolicy attribute) (Policies.Exp3R.Exp3R attribute) (Policies.Exp3R.Exp3RPlusPlus attribute) (Policies.Exp3S.Exp3S attribute) (Policies.Experimentals.KLempUCB.KLempUCB attribute) (Policies.Experimentals.ThompsonRobust.ThompsonRobust attribute) (Policies.Experimentals.UCBjulia.UCBjulia attribute) (Policies.Experimentals.UCBlog10.UCBlog10 attribute) (Policies.Experimentals.UCBlog10alpha.UCBlog10alpha attribute) (Policies.Experimentals.UCBwrong.UCBwrong attribute) (Policies.Experimentals.klUCBlog10.klUCBlog10 attribute) (Policies.Experimentals.klUCBloglog10.klUCBloglog10 attribute) (Policies.ExploreThenCommit.DeltaUCB attribute) (Policies.ExploreThenCommit.ETC_BAI attribute) (Policies.ExploreThenCommit.ETC_FixedBudget attribute) (Policies.ExploreThenCommit.ETC_KnownGap attribute) (Policies.ExploreThenCommit.ETC_RandomStop attribute) (Policies.ExploreThenCommit.ETC_SPRT attribute) (Policies.ExploreThenCommit._ETC_RoundRobin_WithStoppingCriteria attribute) (Policies.FEWA.EFF_FEWA attribute) (Policies.FEWA.FEWA attribute) (Policies.GLR_UCB.BernoulliGLR_IndexPolicy attribute) (Policies.GLR_UCB.BernoulliGLR_IndexPolicy_WithDeterministicExploration attribute) (Policies.GLR_UCB.BernoulliGLR_IndexPolicy_WithTracking attribute) (Policies.GLR_UCB.GLR_IndexPolicy attribute) (Policies.GLR_UCB.GLR_IndexPolicy_WithDeterministicExploration attribute) (Policies.GLR_UCB.GLR_IndexPolicy_WithTracking attribute) (Policies.GLR_UCB.GaussianGLR_IndexPolicy attribute) (Policies.GLR_UCB.GaussianGLR_IndexPolicy_WithDeterministicExploration attribute) (Policies.GLR_UCB.GaussianGLR_IndexPolicy_WithTracking attribute) (Policies.GLR_UCB.OurGaussianGLR_IndexPolicy attribute) (Policies.GLR_UCB.OurGaussianGLR_IndexPolicy_WithDeterministicExploration attribute) (Policies.GLR_UCB.OurGaussianGLR_IndexPolicy_WithTracking attribute) (Policies.GLR_UCB.SubGaussianGLR_IndexPolicy attribute) (Policies.GenericAggregation.GenericAggregation attribute) (Policies.GreedyOracle.GreedyOracle attribute) (Policies.GreedyOracle.GreedyPolicy attribute) (Policies.Hedge.Hedge attribute) (Policies.Hedge.HedgeDecreasing attribute) (Policies.Hedge.HedgeWithHorizon attribute) (Policies.IMED.IMED attribute) (Policies.IndexPolicy.IndexPolicy attribute) (Policies.LM_DSEE.LM_DSEE attribute) (Policies.LM_DSEE.State attribute) (Policies.LearnExp.LearnExp attribute) (Policies.MEGA.MEGA attribute) (Policies.MOSS.MOSS attribute) (Policies.MOSSAnytime.MOSSAnytime attribute) (Policies.MOSSExperimental.MOSSExperimental attribute) (Policies.MOSSH.MOSSH attribute) (Policies.Monitored_UCB.Monitored_IndexPolicy attribute) (Policies.MusicalChair.MusicalChair attribute) (Policies.MusicalChair.State attribute) (Policies.MusicalChairNoSensing.MusicalChairNoSensing attribute) (Policies.MusicalChairNoSensing.State attribute) (Policies.OCUCB.OCUCB attribute) (Policies.OCUCBH.AOCUCBH attribute) (Policies.OCUCBH.OCUCBH attribute) (Policies.OSSB.GaussianOSSB attribute) (Policies.OSSB.OSSB attribute) (Policies.OSSB.OSSB_AutoDecreasingRate attribute) (Policies.OSSB.OSSB_DecreasingRate attribute) (Policies.OSSB.Phase attribute) (Policies.OSSB.SparseOSSB attribute) (Policies.OracleSequentiallyRestartPolicy.OracleSequentiallyRestartPolicy attribute) (Policies.PHE.PHE attribute) (Policies.Posterior.Beta.Beta attribute) (Policies.Posterior.DiscountedBeta.DiscountedBeta attribute) (Policies.Posterior.Gamma.Gamma attribute) (Policies.Posterior.Gauss.Gauss attribute) (Policies.Posterior.Posterior.Posterior attribute) (Policies.ProbabilityPursuit.ProbabilityPursuit attribute) (Policies.RAWUCB.EFF_RAWUCB attribute) (Policies.RAWUCB.EFF_RAWUCB_pp attribute) (Policies.RAWUCB.EFF_RAWklUCB attribute) (Policies.RAWUCB.RAWUCB attribute) (Policies.RAWUCB.RAWUCB_pp attribute) (Policies.RCB.RCB attribute) (Policies.RandomizedIndexPolicy.RandomizedIndexPolicy attribute) (Policies.SIC_MMAB.SIC_MMAB attribute) (Policies.SIC_MMAB.SIC_MMAB_UCB attribute) (Policies.SIC_MMAB.SIC_MMAB_klUCB attribute) (Policies.SIC_MMAB.State attribute) (Policies.SWA.SWA attribute) (Policies.SWA.wSWA attribute) (Policies.SWHash_UCB.SWHash_IndexPolicy attribute) (Policies.SlidingWindowRestart.SWR_UCB attribute) (Policies.SlidingWindowRestart.SWR_UCBalpha attribute) (Policies.SlidingWindowRestart.SWR_klUCB attribute) (Policies.SlidingWindowRestart.SlidingWindowRestart attribute) (Policies.SlidingWindowUCB.SWUCB attribute) (Policies.SlidingWindowUCB.SWUCBPlus attribute) (Policies.SlidingWindowUCB.SWklUCB attribute) (Policies.SlidingWindowUCB.SWklUCBPlus attribute) (Policies.Softmax.SoftMix attribute) (Policies.Softmax.Softmax attribute) (Policies.Softmax.SoftmaxDecreasing attribute) (Policies.Softmax.SoftmaxWithHorizon attribute) (Policies.SparseUCB.Phase attribute) (Policies.SparseUCB.SparseUCB attribute) (Policies.SparseWrapper.Phase attribute) (Policies.SparseWrapper.SparseWrapper attribute) (Policies.SparseklUCB.Phase attribute) (Policies.SparseklUCB.SparseklUCB attribute) (Policies.SuccessiveElimination.SuccessiveElimination attribute) (Policies.TakeFixedArm.TakeFixedArm attribute) (Policies.TakeRandomFixedArm.TakeRandomFixedArm attribute) (Policies.Thompson.Thompson attribute) (Policies.TrekkingTSN.State attribute) (Policies.TrekkingTSN.TrekkingTSN attribute) (Policies.TsallisInf.TsallisInf attribute) (Policies.UCB.UCB attribute) (Policies.UCBH.UCBH attribute) (Policies.UCBV.UCBV attribute) (Policies.UCBVtuned.UCBVtuned attribute) (Policies.UCBalpha.UCBalpha attribute) (Policies.UCBdagger.UCBdagger attribute) (Policies.UCBimproved.UCBimproved attribute) (Policies.UCBmin.UCBmin attribute) (Policies.UCBoost.UCB_bq attribute) (Policies.UCBoost.UCB_h attribute) (Policies.UCBoost.UCB_lb attribute) (Policies.UCBoost.UCB_sq attribute) (Policies.UCBoost.UCB_t attribute) (Policies.UCBoost.UCBoost attribute) (Policies.UCBoost.UCBoostEpsilon attribute) (Policies.UCBoost.UCBoost_bq_h_lb attribute) (Policies.UCBoost.UCBoost_bq_h_lb_t attribute) (Policies.UCBoost.UCBoost_bq_h_lb_t_sq attribute) (Policies.UCBplus.UCBplus attribute) (Policies.UCBrandomInit.UCBrandomInit attribute) (Policies.Uniform.Uniform attribute) (Policies.UniformOnSome.UniformOnSome attribute) (Policies.WrapRange.WrapRange attribute) (Policies.klUCB.klUCB attribute) (Policies.klUCBH.klUCBH attribute) (Policies.klUCBHPlus.klUCBHPlus attribute) (Policies.klUCBPlus.klUCBPlus attribute) (Policies.klUCBPlusPlus.klUCBPlusPlus attribute) (Policies.klUCB_forGLR.klUCB_forGLR attribute) (Policies.klUCBloglog.klUCBloglog attribute) (Policies.klUCBloglog_forGLR.klUCBloglog_forGLR attribute) (Policies.klUCBswitch.klUCBswitch attribute) (Policies.klUCBswitch.klUCBswitchAnytime attribute) (PoliciesMultiPlayers.ALOHA.ALOHA attribute) (PoliciesMultiPlayers.ALOHA.oneALOHA attribute) (PoliciesMultiPlayers.BaseCentralizedPolicy.BaseCentralizedPolicy attribute) (PoliciesMultiPlayers.BaseMPPolicy.BaseMPPolicy attribute) (PoliciesMultiPlayers.CentralizedCycling.CentralizedCycling attribute) (PoliciesMultiPlayers.CentralizedCycling.Cycling attribute) (PoliciesMultiPlayers.CentralizedFixed.CentralizedFixed attribute) (PoliciesMultiPlayers.CentralizedFixed.Fixed attribute) (PoliciesMultiPlayers.CentralizedIMP.CentralizedIMP attribute) (PoliciesMultiPlayers.CentralizedMultiplePlay.CentralizedChildPointer attribute) (PoliciesMultiPlayers.CentralizedMultiplePlay.CentralizedMultiplePlay attribute) (PoliciesMultiPlayers.ChildPointer.ChildPointer attribute) (PoliciesMultiPlayers.EstimateM.EstimateM attribute) (PoliciesMultiPlayers.EstimateM.oneEstimateM attribute) (PoliciesMultiPlayers.OracleFair.CyclingBest attribute) (PoliciesMultiPlayers.OracleFair.OracleFair attribute) (PoliciesMultiPlayers.OracleNotFair.Fixed attribute) (PoliciesMultiPlayers.OracleNotFair.OracleNotFair attribute) (PoliciesMultiPlayers.RandTopM.MCTopM attribute) (PoliciesMultiPlayers.RandTopM.MCTopMCautious attribute) (PoliciesMultiPlayers.RandTopM.MCTopMExtraCautious attribute) (PoliciesMultiPlayers.RandTopM.MCTopMOld attribute) (PoliciesMultiPlayers.RandTopM.RandTopM attribute) (PoliciesMultiPlayers.RandTopM.RandTopMCautious attribute) (PoliciesMultiPlayers.RandTopM.RandTopMExtraCautious attribute) (PoliciesMultiPlayers.RandTopM.RandTopMOld attribute) (PoliciesMultiPlayers.RandTopM.oneRandTopM attribute) (PoliciesMultiPlayers.RandTopMEst.MCTopMEst attribute) (PoliciesMultiPlayers.RandTopMEst.MCTopMEstPlus attribute) (PoliciesMultiPlayers.RandTopMEst.RandTopMEst attribute) (PoliciesMultiPlayers.RandTopMEst.RandTopMEstPlus attribute) (PoliciesMultiPlayers.RandTopMEst.oneRandTopMEst attribute) (PoliciesMultiPlayers.Scenario1.OneScenario1 attribute) (PoliciesMultiPlayers.Scenario1.Scenario1 attribute) (PoliciesMultiPlayers.Selfish.Selfish attribute) (PoliciesMultiPlayers.Selfish.SelfishChildPointer attribute) (PoliciesMultiPlayers.rhoCentralized.oneRhoCentralized attribute) (PoliciesMultiPlayers.rhoCentralized.rhoCentralized attribute) (PoliciesMultiPlayers.rhoEst.oneRhoEst attribute) (PoliciesMultiPlayers.rhoEst.rhoEst attribute) (PoliciesMultiPlayers.rhoEst.rhoEstPlus attribute) (PoliciesMultiPlayers.rhoLearn.oneRhoLearn attribute) (PoliciesMultiPlayers.rhoLearn.rhoLearn attribute) (PoliciesMultiPlayers.rhoLearnEst.oneRhoLearnEst attribute) (PoliciesMultiPlayers.rhoLearnEst.rhoLearnEst attribute) (PoliciesMultiPlayers.rhoLearnExp3.oneRhoLearnExp3 attribute) (PoliciesMultiPlayers.rhoLearnExp3.rhoLearnExp3 attribute) (PoliciesMultiPlayers.rhoRand.oneRhoRand attribute) (PoliciesMultiPlayers.rhoRand.rhoRand attribute) (PoliciesMultiPlayers.rhoRandALOHA.oneRhoRandALOHA attribute) (PoliciesMultiPlayers.rhoRandALOHA.rhoRandALOHA attribute) (PoliciesMultiPlayers.rhoRandRand.oneRhoRandRand attribute) (PoliciesMultiPlayers.rhoRandRand.rhoRandRand attribute) (PoliciesMultiPlayers.rhoRandRotating.oneRhoRandRotating attribute) (PoliciesMultiPlayers.rhoRandRotating.rhoRandRotating attribute) (PoliciesMultiPlayers.rhoRandSticky.oneRhoRandSticky attribute) (PoliciesMultiPlayers.rhoRandSticky.rhoRandSticky attribute) (complete_tree_exploration_for_MP_bandits.State attribute) (complete_tree_exploration_for_MP_bandits.StateWithMemory attribute)

__mul__() (Environment.pykov.Matrix method) (Environment.pykov.Vector method) __new__() (Environment.usetqdm.tqdm static method) __nonzero__() (Environment.usetqdm.tqdm method) __pow__() (Environment.pykov.Matrix method) __reduce__() (Environment.pykov.Matrix method) __repr__() (Arms.Arm.Arm method) (Arms.Bernoulli.Bernoulli method) (Arms.Binomial.Binomial method) (Arms.Constant.Constant method) (Arms.DiscreteArm.DiscreteArm method) (Arms.Exponential.Exponential method) (Arms.Gamma.Gamma method) (Arms.Gaussian.Gaussian method) (Arms.Gaussian.UnboundedGaussian method) (Arms.Poisson.Poisson method) (Arms.UniformArm.UniformArm method) (Environment.MAB.ChangingAtEachRepMAB method) (Environment.MAB.MAB method) (Environment.MAB.MarkovianMAB method) (Environment.MAB.PieceWiseStationaryMAB method) (Environment.usejoblib.Parallel method) (PoliciesMultiPlayers.CentralizedMultiplePlay.CentralizedChildPointer method) (PoliciesMultiPlayers.ChildPointer.ChildPointer method) (PoliciesMultiPlayers.Scenario1.OneScenario1 method) __rmul__() (Environment.pykov.Matrix method) (Environment.pykov.Vector method) __setattr__() (Policies.CORRAL.CORRAL method) __setitem__() (Environment.pykov.Matrix method) (Environment.pykov.Vector method) __str__() (Arms.Arm.Arm method) (Arms.Bernoulli.Bernoulli method) (Arms.Binomial.Binomial method) (Arms.Constant.Constant method) (Arms.DiscreteArm.DiscreteArm method) (Arms.Exponential.Exponential method) (Arms.Gamma.Gamma method) (Arms.Gaussian.Gaussian method) (Arms.Poisson.Poisson method) (Arms.UniformArm.UniformArm method) (Environment.pykov.PykovError method) (Environment.usetqdm.tqdm method) (Policies.AdBandits.AdBandits method) (Policies.AdSwitch.AdSwitch method) (Policies.AdSwitchNew.AdSwitchNew method) (Policies.Aggregator.Aggregator method) (Policies.ApproximatedFHGittins.ApproximatedFHGittins method) (Policies.BESA.BESA method) (Policies.BasePolicy.BasePolicy method) (Policies.BayesianIndexPolicy.BayesianIndexPolicy method) (Policies.BoltzmannGumbel.BoltzmannGumbel method) (Policies.CD_UCB.CD_IndexPolicy method) (Policies.CD_UCB.UCBLCB_IndexPolicy method) (Policies.CORRAL.CORRAL method) (Policies.CUSUM_UCB.CUSUM_IndexPolicy method) (Policies.CUSUM_UCB.PHT_IndexPolicy method) (Policies.DMED.DMED method) (Policies.DiscountedBayesianIndexPolicy.DiscountedBayesianIndexPolicy method) (Policies.DiscountedUCB.DiscountedUCB method) (Policies.DiscountedUCB.DiscountedklUCB method) (Policies.DiscountedUCB.DiscountedklUCBPlus method) (Policies.DoublingTrickWrapper.DoublingTrickWrapper method) (Policies.EpsilonGreedy.EpsilonDecreasing method) (Policies.EpsilonGreedy.EpsilonDecreasingMEGA method) (Policies.EpsilonGreedy.EpsilonExpDecreasing method) (Policies.EpsilonGreedy.EpsilonFirst method) (Policies.EpsilonGreedy.EpsilonGreedy method) (Policies.Exp3.Exp3 method) (Policies.Exp3.Exp3Decreasing method) (Policies.Exp3.Exp3ELM method) (Policies.Exp3.Exp3SoftMix method) (Policies.Exp3.Exp3WithHorizon method) (Policies.Exp3PlusPlus.Exp3PlusPlus method) (Policies.Exp3R.DriftDetection_IndexPolicy method) (Policies.Exp3R.Exp3R method) (Policies.Exp3R.Exp3RPlusPlus method) (Policies.Exp3S.Exp3S method) (Policies.Experimentals.ThompsonRobust.ThompsonRobust method) (Policies.Experimentals.UCBlog10alpha.UCBlog10alpha method) (Policies.Experimentals.klUCBlog10.klUCBlog10 method) (Policies.Experimentals.klUCBloglog10.klUCBloglog10 method) (Policies.ExploreThenCommit.DeltaUCB method) (Policies.ExploreThenCommit.ETC_FixedBudget method) (Policies.ExploreThenCommit.ETC_KnownGap method) (Policies.ExploreThenCommit.ETC_RandomStop method) (Policies.ExploreThenCommit._ETC_RoundRobin_WithStoppingCriteria method) (Policies.FEWA.EFF_FEWA method) (Policies.FEWA.FEWA method) (Policies.GLR_UCB.GLR_IndexPolicy method) (Policies.GLR_UCB.SubGaussianGLR_IndexPolicy method) (Policies.GenericAggregation.GenericAggregation method) (Policies.Hedge.Hedge method) (Policies.Hedge.HedgeDecreasing method) (Policies.Hedge.HedgeWithHorizon method) (Policies.IMED.IMED method) (Policies.LM_DSEE.LM_DSEE method) (Policies.LearnExp.LearnExp method) (Policies.MEGA.MEGA method) (Policies.MOSSAnytime.MOSSAnytime method) (Policies.MOSSExperimental.MOSSExperimental method) (Policies.MOSSH.MOSSH method) (Policies.Monitored_UCB.Monitored_IndexPolicy method) (Policies.MusicalChair.MusicalChair method) (Policies.MusicalChairNoSensing.MusicalChairNoSensing method) (Policies.OCUCB.OCUCB method) (Policies.OCUCBH.AOCUCBH method) (Policies.OCUCBH.OCUCBH method) (Policies.OSSB.OSSB method) (Policies.OSSB.OSSB_AutoDecreasingRate method) (Policies.OSSB.OSSB_DecreasingRate method) (Policies.OracleSequentiallyRestartPolicy.OracleSequentiallyRestartPolicy method) (Policies.PHE.PHE method) (Policies.Posterior.Beta.Beta method) (Policies.Posterior.DiscountedBeta.DiscountedBeta method) (Policies.Posterior.Gamma.Gamma method) (Policies.Posterior.Gauss.Gauss method) (Policies.ProbabilityPursuit.ProbabilityPursuit method) (Policies.RAWUCB.EFF_RAWUCB method) (Policies.RAWUCB.EFF_RAWUCB_pp method) (Policies.RAWUCB.EFF_RAWklUCB method) (Policies.RAWUCB.RAWUCB method) (Policies.RAWUCB.RAWUCB_pp method) (Policies.RandomizedIndexPolicy.RandomizedIndexPolicy method) (Policies.SIC_MMAB.SIC_MMAB method) (Policies.SIC_MMAB.SIC_MMAB_UCB method) (Policies.SIC_MMAB.SIC_MMAB_klUCB method) (Policies.SWA.wSWA method) (Policies.SWHash_UCB.SWHash_IndexPolicy method) (Policies.SlidingWindowRestart.SWR_UCB method) (Policies.SlidingWindowRestart.SWR_UCBalpha method) (Policies.SlidingWindowRestart.SWR_klUCB method) (Policies.SlidingWindowRestart.SlidingWindowRestart method) (Policies.SlidingWindowUCB.SWUCB method) (Policies.SlidingWindowUCB.SWUCBPlus method) (Policies.SlidingWindowUCB.SWklUCB method) (Policies.SlidingWindowUCB.SWklUCBPlus method) (Policies.Softmax.SoftMix method) (Policies.Softmax.Softmax method) (Policies.Softmax.SoftmaxDecreasing method) (Policies.Softmax.SoftmaxWithHorizon method) (Policies.SparseUCB.SparseUCB method) (Policies.SparseWrapper.SparseWrapper method) (Policies.SparseklUCB.SparseklUCB method) (Policies.TakeFixedArm.TakeFixedArm method) (Policies.TakeRandomFixedArm.TakeRandomFixedArm method) (Policies.Thompson.Thompson method) (Policies.TrekkingTSN.TrekkingTSN method) (Policies.TsallisInf.TsallisInf method) (Policies.UCBH.UCBH method) (Policies.UCBV.UCBV method) (Policies.UCBVtuned.UCBVtuned method) (Policies.UCBalpha.UCBalpha method) (Policies.UCBdagger.UCBdagger method) (Policies.UCBimproved.UCBimproved method) (Policies.UCBoost.UCB_bq method) (Policies.UCBoost.UCB_h method) (Policies.UCBoost.UCB_lb method) (Policies.UCBoost.UCB_sq method) (Policies.UCBoost.UCB_t method) (Policies.UCBoost.UCBoost method) (Policies.UCBoost.UCBoostEpsilon method) (Policies.UCBoost.UCBoost_bq_h_lb method) (Policies.UCBoost.UCBoost_bq_h_lb_t method) (Policies.UCBoost.UCBoost_bq_h_lb_t_sq method) (Policies.UCBplus.UCBplus method) (Policies.Uniform.Uniform method) (Policies.UniformOnSome.UniformOnSome method) (Policies.WrapRange.WrapRange method) (Policies.klUCB.klUCB method) (Policies.klUCBH.klUCBH method) (Policies.klUCBHPlus.klUCBHPlus method) (Policies.klUCBPlus.klUCBPlus method) (Policies.klUCBPlusPlus.klUCBPlusPlus method) (Policies.klUCBloglog.klUCBloglog method) (Policies.klUCBswitch.klUCBswitch method) (Policies.klUCBswitch.klUCBswitchAnytime method) (PoliciesMultiPlayers.ALOHA.ALOHA method) (PoliciesMultiPlayers.ALOHA.oneALOHA method) (PoliciesMultiPlayers.BaseCentralizedPolicy.BaseCentralizedPolicy method) (PoliciesMultiPlayers.BaseMPPolicy.BaseMPPolicy method) (PoliciesMultiPlayers.CentralizedCycling.CentralizedCycling method) (PoliciesMultiPlayers.CentralizedCycling.Cycling method) (PoliciesMultiPlayers.CentralizedFixed.CentralizedFixed method) (PoliciesMultiPlayers.CentralizedFixed.Fixed method) (PoliciesMultiPlayers.CentralizedMultiplePlay.CentralizedChildPointer method) (PoliciesMultiPlayers.CentralizedMultiplePlay.CentralizedMultiplePlay method) (PoliciesMultiPlayers.ChildPointer.ChildPointer method) (PoliciesMultiPlayers.EstimateM.EstimateM method) (PoliciesMultiPlayers.EstimateM.oneEstimateM method) (PoliciesMultiPlayers.OracleFair.CyclingBest method) (PoliciesMultiPlayers.OracleFair.OracleFair method) (PoliciesMultiPlayers.OracleNotFair.Fixed method) (PoliciesMultiPlayers.OracleNotFair.OracleNotFair method) (PoliciesMultiPlayers.RandTopM.MCTopM method) (PoliciesMultiPlayers.RandTopM.MCTopMCautious method) (PoliciesMultiPlayers.RandTopM.MCTopMExtraCautious method) (PoliciesMultiPlayers.RandTopM.MCTopMOld method) (PoliciesMultiPlayers.RandTopM.RandTopM method) (PoliciesMultiPlayers.RandTopM.RandTopMCautious method) (PoliciesMultiPlayers.RandTopM.RandTopMExtraCautious method) (PoliciesMultiPlayers.RandTopM.RandTopMOld method) (PoliciesMultiPlayers.RandTopM.oneRandTopM method) (PoliciesMultiPlayers.RandTopMEst.MCTopMEst method) (PoliciesMultiPlayers.RandTopMEst.MCTopMEstPlus method) (PoliciesMultiPlayers.RandTopMEst.RandTopMEst method) (PoliciesMultiPlayers.RandTopMEst.RandTopMEstPlus method) (PoliciesMultiPlayers.RandTopMEst.oneRandTopMEst method) (PoliciesMultiPlayers.Scenario1.OneScenario1 method) (PoliciesMultiPlayers.Scenario1.Scenario1 method) (PoliciesMultiPlayers.Selfish.Selfish method) (PoliciesMultiPlayers.Selfish.SelfishChildPointer method) (PoliciesMultiPlayers.rhoCentralized.oneRhoCentralized method) (PoliciesMultiPlayers.rhoCentralized.rhoCentralized method) (PoliciesMultiPlayers.rhoEst.oneRhoEst method) (PoliciesMultiPlayers.rhoEst.rhoEst method) (PoliciesMultiPlayers.rhoEst.rhoEstPlus method) (PoliciesMultiPlayers.rhoLearn.oneRhoLearn method) (PoliciesMultiPlayers.rhoLearn.rhoLearn method) (PoliciesMultiPlayers.rhoLearnEst.oneRhoLearnEst method) (PoliciesMultiPlayers.rhoLearnEst.rhoLearnEst method) (PoliciesMultiPlayers.rhoLearnExp3.oneRhoLearnExp3 method) (PoliciesMultiPlayers.rhoLearnExp3.rhoLearnExp3 method) (PoliciesMultiPlayers.rhoRand.oneRhoRand method) (PoliciesMultiPlayers.rhoRand.rhoRand method) (PoliciesMultiPlayers.rhoRandALOHA.oneRhoRandALOHA method) (PoliciesMultiPlayers.rhoRandALOHA.rhoRandALOHA method) (PoliciesMultiPlayers.rhoRandRand.oneRhoRandRand method) (PoliciesMultiPlayers.rhoRandRand.rhoRandRand method) (PoliciesMultiPlayers.rhoRandRotating.oneRhoRandRotating method) (PoliciesMultiPlayers.rhoRandRotating.rhoRandRotating method) (PoliciesMultiPlayers.rhoRandSticky.oneRhoRandSticky method) (PoliciesMultiPlayers.rhoRandSticky.rhoRandSticky method) (complete_tree_exploration_for_MP_bandits.State method) (complete_tree_exploration_for_MP_bandits.StateWithMemory method) __sub__() (Environment.pykov.Matrix method) (Environment.pykov.Vector method) __weakref__ (Arms.Arm.Arm attribute) (Environment.Evaluator.Evaluator attribute) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers attribute) (Environment.MAB.MAB attribute) (Environment.Result.Result attribute) (Environment.ResultMultiPlayers.ResultMultiPlayers attribute) (Environment.pykov.PykovError attribute) (Policies.BasePolicy.BasePolicy attribute) (Policies.Posterior.Posterior.Posterior attribute) (PoliciesMultiPlayers.BaseCentralizedPolicy.BaseCentralizedPolicy attribute) (PoliciesMultiPlayers.BaseMPPolicy.BaseMPPolicy attribute) (PoliciesMultiPlayers.ChildPointer.ChildPointer attribute) (complete_tree_exploration_for_MP_bandits.State attribute) _append_thresholds() (Policies.FEWA.EFF_FEWA method) (Policies.RAWUCB.EFF_RAWUCB method) _Bterm() (Policies.OCUCB.OCUCB method) _Bterms() (Policies.OCUCB.OCUCB method) _choice_one() (PoliciesMultiPlayers.BaseMPPolicy.BaseMPPolicy method) (PoliciesMultiPlayers.CentralizedFixed.CentralizedFixed method) (PoliciesMultiPlayers.CentralizedIMP.CentralizedIMP method) (PoliciesMultiPlayers.CentralizedMultiplePlay.CentralizedMultiplePlay method) (PoliciesMultiPlayers.Scenario1.Scenario1 method) _choiceFromSubSet_one() (PoliciesMultiPlayers.BaseMPPolicy.BaseMPPolicy method) _choiceIMP_one() (PoliciesMultiPlayers.BaseMPPolicy.BaseMPPolicy method) _choiceMultiple_one() (PoliciesMultiPlayers.BaseMPPolicy.BaseMPPolicy method) _choiceWithRank_one() (PoliciesMultiPlayers.BaseMPPolicy.BaseMPPolicy method) _comparable (Environment.usetqdm.tqdm attribute) _compute_ucb() (Policies.RAWUCB.EFF_RAWUCB method) (Policies.RAWUCB.EFF_RAWUCB_pp method) _compute_windows() (Policies.FEWA.EFF_FEWA method) _decr_instances() (Environment.usetqdm.tqdm class method) _del_cache() (in module Environment.pykov) _dispatch() (Environment.usejoblib.Parallel method) _dok_() (Environment.pykov.Matrix method) _effective_n_jobs() (Environment.usejoblib.Parallel method) _el2pos_() (Environment.pykov.Matrix method) _endCCPhase() (Policies.TrekkingTSN.TrekkingTSN method) _endInitialPhase() (Policies.MusicalChair.MusicalChair method) _endPhase2() (Policies.MusicalChairNoSensing.MusicalChairNoSensing method) _epsilon_t() (Policies.MEGA.MEGA method) _estimatedBestArms_one() (PoliciesMultiPlayers.BaseMPPolicy.BaseMPPolicy method) _estimatedOrder_one() (PoliciesMultiPlayers.BaseMPPolicy.BaseMPPolicy method) (PoliciesMultiPlayers.CentralizedMultiplePlay.CentralizedMultiplePlay method) _ETC_RoundRobin_WithStoppingCriteria (class in Policies.ExploreThenCommit) _extract() (in module Environment.EvaluatorMultiPlayers) _from_dok_() (Environment.pykov.Matrix method) _from_numpy_mat() (Environment.pykov.Matrix method) _fromarray() (Environment.pykov.Vector method) _get_free_pos() (Environment.usetqdm.tqdm class method) _getReward_one() (PoliciesMultiPlayers.BaseMPPolicy.BaseMPPolicy method) (PoliciesMultiPlayers.CentralizedFixed.CentralizedFixed method) (PoliciesMultiPlayers.CentralizedMultiplePlay.CentralizedMultiplePlay method) (PoliciesMultiPlayers.Scenario1.Scenario1 method) _handleCollision_one() (PoliciesMultiPlayers.CentralizedMultiplePlay.CentralizedMultiplePlay method) (PoliciesMultiPlayers.Selfish.Selfish method) _index() (PoliciesMultiPlayers.RandTopM.oneRandTopM method) _initialize_backend() (Environment.usejoblib.Parallel method) _inlog() (Policies.FEWA.EFF_FEWA method) (Policies.RAWUCB.EFF_RAWUCB_pp method) _instances (Environment.usetqdm.tqdm attribute) _KLucb() (Policies.Experimentals.KLempUCB.KLempUCB static method) _machineEpsilon() (in module Environment.pykov) _makeChildrenChoose() (Policies.Aggregator.Aggregator method) _nbOfArgs() (in module Environment.Evaluator) (in module Environment.EvaluatorMultiPlayers) _numpy_mat() (Environment.pykov.Matrix method) _print() (Environment.usejoblib.Parallel method) _printNbCollisions() (PoliciesMultiPlayers.CentralizedCycling.CentralizedCycling method) (PoliciesMultiPlayers.CentralizedFixed.CentralizedFixed method) (PoliciesMultiPlayers.OracleFair.OracleFair method) (PoliciesMultiPlayers.OracleNotFair.OracleNotFair method) _remove_dead_branch() (in module Environment.pykov) _sig2 (Policies.GLR_UCB.GaussianGLR_IndexPolicy attribute) (Policies.GLR_UCB.OurGaussianGLR_IndexPolicy attribute) _startGame_one() (PoliciesMultiPlayers.BaseMPPolicy.BaseMPPolicy method) (PoliciesMultiPlayers.CentralizedFixed.CentralizedFixed method) (PoliciesMultiPlayers.CentralizedMultiplePlay.CentralizedMultiplePlay method) (PoliciesMultiPlayers.Scenario1.Scenario1 method) _terminate_backend() (Environment.usejoblib.Parallel method) _toarray() (Environment.pykov.Vector method) _UMPFPACKSolve() (Environment.pykov.Matrix method) _writefile() (in module Environment.pykov) _xlabel() (Environment.Evaluator.Evaluator method)

A

a (Policies.LM_DSEE.LM_DSEE attribute) A (Policies.MusicalChair.MusicalChair attribute) (Policies.MusicalChairNoSensing.MusicalChairNoSensing attribute) A0 (in module Environment.MAB) absorbing_states_one_depth() (complete_tree_exploration_for_MP_bandits.State method) absorbing_time() (Environment.pykov.Chain method) absorbing_tour() (Environment.pykov.Chain method) accessibility_matrix() (Environment.pykov.Chain method) ACTIVATION (in module configuration_sparse_multiplayers) (in module Environment.EvaluatorSparseMultiPlayers) activations (Environment.EvaluatorSparseMultiPlayers.EvaluatorSparseMultiPlayers attribute) ACTIVATIONS (in module configuration_sparse_multiplayers) active_arms (Policies.SIC_MMAB.SIC_MMAB attribute) activeArms (Policies.UCBimproved.UCBimproved attribute) AdBandits (class in Policies.AdBandits) add_percent_formatter() (in module Environment.plotsettings) addTextForWorstCases() (in module Environment.plotsettings) adjacency() (Environment.pykov.Chain method) adjust_xticks_subplots() (in module Environment.plotsettings) AdSwitch (class in Policies.AdSwitch) AdSwitchNew (class in Policies.AdSwitchNew) affectation_order (PoliciesMultiPlayers.CentralizedMultiplePlay.CentralizedMultiplePlay attribute) Aggregator (class in Policies.Aggregator) all_absorbing_states() (complete_tree_exploration_for_MP_bandits.State method) all_deltas() (complete_tree_exploration_for_MP_bandits.State method) (complete_tree_exploration_for_MP_bandits.StateWithMemory method) all_pulls (Policies.SWHash_UCB.SWHash_IndexPolicy attribute) all_rewards (Policies.AdSwitch.AdSwitch attribute) (Policies.AdSwitchNew.AdSwitchNew attribute) (Policies.BESA.BESA attribute) (Policies.CD_UCB.CD_IndexPolicy attribute) (Policies.LM_DSEE.LM_DSEE attribute) (Policies.OracleSequentiallyRestartPolicy.OracleSequentiallyRestartPolicy attribute) (Policies.SWHash_UCB.SWHash_IndexPolicy attribute) allGetRewardsAndUseCollision() (in module Environment.CollisionModels) allPulls (Environment.Evaluator.Evaluator attribute) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers attribute) (Environment.ResultMultiPlayers.ResultMultiPlayers attribute) allRewards (Environment.Evaluator.Evaluator attribute) ALOHA (class in PoliciesMultiPlayers.ALOHA) ALPHA (in module Policies.AdBandits) (in module Policies.ApproximatedFHGittins) (in module Policies.DiscountedUCB) (in module Policies.DoublingTrickWrapper) (in module Policies.Exp3PlusPlus) (in module Policies.Experimentals.UCBlog10alpha) (in module Policies.ExploreThenCommit) (in module Policies.MOSSAnytime) (in module Policies.OCUCBH) (in module Policies.SWHash_UCB) (in module Policies.SlidingWindowUCB) (in module Policies.SparseUCB) (in module Policies.SparseWrapper) (in module Policies.TsallisInf) (in module Policies.UCBalpha) (in module Policies.UCBdagger) (in module Policies.UCBimproved) alpha (Policies.AdBandits.AdBandits attribute) (Policies.ApproximatedFHGittins.ApproximatedFHGittins attribute) (Policies.DiscountedUCB.DiscountedUCB attribute) (Policies.Exp3PlusPlus.Exp3PlusPlus attribute) (Policies.Exp3S.Exp3S attribute) (Policies.Experimentals.UCBlog10alpha.UCBlog10alpha attribute) (Policies.ExploreThenCommit.DeltaUCB attribute) (Policies.ExploreThenCommit.ETC_BAI attribute) (Policies.ExploreThenCommit.ETC_RandomStop attribute) (Policies.MEGA.MEGA attribute) (Policies.MOSSAnytime.MOSSAnytime attribute) (Policies.OCUCBH.OCUCBH attribute) (Policies.SIC_MMAB.SIC_MMAB attribute) (Policies.SWHash_UCB.SWHash_IndexPolicy attribute) (Policies.SlidingWindowUCB.SWUCB attribute) (Policies.SparseWrapper.SparseWrapper attribute) (Policies.TsallisInf.TsallisInf attribute) (Policies.UCBH.UCBH attribute) (Policies.UCBalpha.UCBalpha attribute) (Policies.UCBdagger.UCBdagger attribute) (Policies.UCBimproved.UCBimproved attribute)

ALPHA0_SCALE_FACTOR (in module Policies.CUSUM_UCB) alpha_for_abruptly_changing_env() (in module Policies.SWHash_UCB) alpha_for_slowly_varying_env() (in module Policies.SWHash_UCB) alpha_for_Ti (in module Policies.DoublingTrickWrapper) ALPHA_P0 (in module PoliciesMultiPlayers.rhoRandALOHA) alpha_p0 (PoliciesMultiPlayers.ALOHA.oneALOHA attribute) (PoliciesMultiPlayers.rhoRandALOHA.oneRhoRandALOHA attribute) (PoliciesMultiPlayers.rhoRandALOHA.rhoRandALOHA attribute) ALPHA_T1 (in module Policies.GLR_UCB) amplitude (Arms.Arm.Arm attribute) (Arms.Constant.Constant attribute) (Arms.UniformArm.UniformArm attribute) AMPLITUDE (in module configuration) (in module configuration_comparing_aggregation_algorithms) amplitude (in module configuration_comparing_doubling_algorithms) AMPLITUDE (in module configuration_multiplayers) (in module configuration_multiplayers_nonstationary) (in module configuration_multiplayers_with_aggregation) (in module configuration_nonstationary) (in module configuration_sparse) (in module example_of_configuration_multiplayers) (in module example_of_configuration_singleplayer) amplitude (Policies.Aggregator.Aggregator attribute) (Policies.BasePolicy.BasePolicy attribute) (Policies.CORRAL.CORRAL attribute) (Policies.GenericAggregation.GenericAggregation attribute) (Policies.LearnExp.LearnExp attribute) amplitude_fairness() (in module Environment.fairnessMeasures) AOCUCBH (class in Policies.OCUCBH) append_labels (Environment.Evaluator.Evaluator attribute) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers attribute) ApproximatedFHGittins (class in Policies.ApproximatedFHGittins) approximation_function_T_mathcal() (in module Policies.GLR_UCB) args (Environment.MAB.ChangingAtEachRepMAB attribute) (Environment.MAB.NonStationaryMAB attribute) ARITHMETIC_STEP (in module Policies.DoublingTrickWrapper) Arm (class in Arms.Arm) ARM_TYPE (in module configuration) (in module configuration_comparing_aggregation_algorithms) (in module configuration_comparing_doubling_algorithms) (in module configuration_multiplayers) (in module configuration_multiplayers_nonstationary) (in module configuration_multiplayers_with_aggregation) (in module configuration_nonstationary) (in module configuration_sparse) (in module configuration_sparse_multiplayers) (in module example_of_configuration_multiplayers) (in module example_of_configuration_singleplayer) armIndex (Policies.TakeFixedArm.TakeFixedArm attribute) (PoliciesMultiPlayers.CentralizedFixed.Fixed attribute) (PoliciesMultiPlayers.OracleNotFair.Fixed attribute) armIndexes (Policies.TakeRandomFixedArm.TakeRandomFixedArm attribute) (Policies.UniformOnSome.UniformOnSome attribute) arms (Environment.MAB.ChangingAtEachRepMAB attribute) (Environment.MAB.MAB attribute) (Environment.MAB.PieceWiseStationaryMAB attribute) Arms (module) Arms.Arm (module) Arms.Bernoulli (module) Arms.Binomial (module) Arms.Constant (module) Arms.DiscreteArm (module) Arms.Exponential (module) Arms.Gamma (module) Arms.Gaussian (module) Arms.kullback (module) Arms.Poisson (module) Arms.RestedRottingArm (module) Arms.RestlessArm (module) Arms.UniformArm (module) Arms.usenumba (module) array_from_str() (in module Arms) availableArms (Policies.Exp3.Exp3ELM attribute) averageOn (Environment.Evaluator.Evaluator attribute) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers attribute) AVERAGEON (in module Policies.Experimentals.ThompsonRobust) averageOn (Policies.Experimentals.ThompsonRobust.ThompsonRobust attribute)

B

B (Policies.Exp3.Exp3ELM attribute) b (Policies.LM_DSEE.LM_DSEE attribute) bar_trusts (Policies.CORRAL.CORRAL attribute) BaseCentralizedPolicy (class in PoliciesMultiPlayers.BaseCentralizedPolicy) BaseMPPolicy (class in PoliciesMultiPlayers.BaseMPPolicy) BasePolicy (class in Policies.BasePolicy) BaseWrapperPolicy (class in Policies.BaseWrapperPolicy) batch_number (Policies.AdSwitch.AdSwitch attribute) (Policies.LM_DSEE.LM_DSEE attribute) BayesianIndexPolicy (class in Policies.BayesianIndexPolicy) BayesUCB (class in Policies.BayesUCB) BBOX_INCHES (in module Environment.plotsettings) Bernoulli (class in Arms.Bernoulli) bernoulliBinarization() (in module Policies.Posterior.Beta) BernoulliGLR_IndexPolicy (class in Policies.GLR_UCB) BernoulliGLR_IndexPolicy_WithDeterministicExploration (class in Policies.GLR_UCB) BernoulliGLR_IndexPolicy_WithTracking (class in Policies.GLR_UCB) BESA (class in Policies.BESA) besa_K_actions() (in module Policies.BESA) besa_K_actions__non_binary() (in module Policies.BESA) besa_K_actions__non_randomized() (in module Policies.BESA) besa_K_actions__non_recursive() (in module Policies.BESA) besa_K_actions__smart_divideandconquer() (in module Policies.BESA) besa_two_actions() (in module Policies.BESA) best_identified_arm (Policies.ExploreThenCommit._ETC_RoundRobin_WithStoppingCriteria attribute) (Policies.ExploreThenCommit.ETC_FixedBudget attribute)

bestArmPulls (Environment.Evaluator.Evaluator attribute) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers attribute) bestArms (PoliciesMultiPlayers.OracleFair.CyclingBest attribute) Beta (class in Policies.Posterior.Beta) BETA (in module Policies.DoublingTrickWrapper) (in module Policies.Exp3PlusPlus) (in module Policies.ProbabilityPursuit) beta (Policies.CORRAL.CORRAL attribute) (Policies.Exp3PlusPlus.Exp3PlusPlus attribute) (Policies.MEGA.MEGA attribute) (Policies.ProbabilityPursuit.ProbabilityPursuit attribute) (PoliciesMultiPlayers.ALOHA.oneALOHA attribute) betavariate() (in module Policies.Posterior.Beta) (in module Policies.Posterior.DiscountedBeta) binary_feedback() (in module PoliciesMultiPlayers.rhoLearnExp3) binofit() (in module Policies.CPUCB) binofit_scalar() (in module Policies.CPUCB) Binomial (class in Arms.Binomial) binomialCoefficient() (in module Environment.MAB) biquadratic_distance() (in module Policies.UCBoost) BoltzmannGumbel (class in Policies.BoltzmannGumbel) boundOnFinalRegret() (in module Policies.MusicalChair) (in module Policies.TrekkingTSN) breakpoints() (in module Policies.DoublingTrickWrapper) BROADCAST_ALL (in module Policies.CORRAL) broadcast_all (Policies.CORRAL.CORRAL attribute)

C

C (in module Policies.CPUCB) (in module Policies.EpsilonGreedy) c (in module Policies.klUCB) (Policies.CPUCB.CPUCB attribute) (Policies.Experimentals.KLempUCB.KLempUCB attribute) (Policies.MEGA.MEGA attribute) (Policies.SIC_MMAB.SIC_MMAB_klUCB attribute) (Policies.UCBoost.UCB_bq attribute) (Policies.UCBoost.UCB_h attribute) (Policies.UCBoost.UCB_lb attribute) (Policies.UCBoost.UCB_sq attribute) (Policies.UCBoost.UCB_t attribute) (Policies.UCBoost.UCBoost attribute) (Policies.UCBoost.UCBoostEpsilon attribute) (Policies.klUCB.klUCB attribute) (in module Policies.SIC_MMAB) (in module Policies.SparseklUCB) (in module Policies.UCBoost) (in module Policies.klUCB_forGLR) (in module Policies.klUCBloglog) (in module Policies.klUCBloglog_forGLR) C1 (Policies.AdSwitch.AdSwitch attribute) (Policies.AdSwitchNew.AdSwitchNew attribute) C2 (Policies.AdSwitch.AdSwitch attribute) cache_rewards (Environment.Evaluator.Evaluator attribute) CACHE_REWARDS (in module configuration) (in module configuration_comparing_aggregation_algorithms) (in module configuration_multiplayers) (in module configuration_multiplayers_nonstationary) (in module configuration_multiplayers_with_aggregation) (in module configuration_sparse) CD_IndexPolicy (class in Policies.CD_UCB) CentralizedChildPointer (class in PoliciesMultiPlayers.CentralizedMultiplePlay) CentralizedCycling (class in PoliciesMultiPlayers.CentralizedCycling) CentralizedFixed (class in PoliciesMultiPlayers.CentralizedFixed) CentralizedIMP (class in PoliciesMultiPlayers.CentralizedIMP) CentralizedMultiplePlay (class in PoliciesMultiPlayers.CentralizedMultiplePlay) cfg (Environment.Evaluator.Evaluator attribute) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers attribute) Chain (class in Environment.pykov) chair (Policies.MusicalChair.MusicalChair attribute) (Policies.MusicalChairNoSensing.MusicalChairNoSensing attribute) change_in_arms() (Environment.Result.Result method) change_labels (Environment.Evaluator.Evaluator attribute) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers attribute) CHANGE_RANK_EACH_STEP (in module PoliciesMultiPlayers.rhoLearn) (in module PoliciesMultiPlayers.rhoLearnExp3) change_rank_each_step (PoliciesMultiPlayers.rhoLearn.oneRhoLearn attribute) (PoliciesMultiPlayers.rhoLearn.rhoLearn attribute) (PoliciesMultiPlayers.rhoLearnEst.rhoLearnEst attribute) (PoliciesMultiPlayers.rhoLearnExp3.oneRhoLearnExp3 attribute) (PoliciesMultiPlayers.rhoLearnExp3.rhoLearnExp3 attribute) changePoints (Environment.MAB.NonStationaryMAB attribute) (Environment.MAB.PieceWiseStationaryMAB attribute) (Policies.OracleSequentiallyRestartPolicy.OracleSequentiallyRestartPolicy attribute) ChangingAtEachRepMAB (class in Environment.MAB) ChannelCharacterization (Policies.TrekkingTSN.State attribute) check_changes_bad_arms() (Policies.AdSwitchNew.AdSwitchNew method) check_changes_good_arms() (Policies.AdSwitchNew.AdSwitchNew method) check_condition_on_piecewise_stationary_problems() (in module configuration_nonstationary) CHECK_SOLUTION (in module Policies.UCBoost) CHECKBOUNDS (in module Policies.BasePolicy) Checking (Policies.AdSwitch.Phase attribute) ChildPointer (class in PoliciesMultiPlayers.ChildPointer) children (complete_tree_exploration_for_MP_bandits.State attribute) (Policies.Aggregator.Aggregator attribute) (Policies.CORRAL.CORRAL attribute) (Policies.GenericAggregation.GenericAggregation attribute) (Policies.LearnExp.LearnExp attribute) (PoliciesMultiPlayers.ALOHA.ALOHA attribute) (PoliciesMultiPlayers.CentralizedCycling.CentralizedCycling attribute) (PoliciesMultiPlayers.CentralizedFixed.CentralizedFixed attribute) (PoliciesMultiPlayers.CentralizedMultiplePlay.CentralizedMultiplePlay attribute) (PoliciesMultiPlayers.EstimateM.EstimateM attribute) (PoliciesMultiPlayers.OracleFair.OracleFair attribute) (PoliciesMultiPlayers.OracleNotFair.OracleNotFair attribute) (PoliciesMultiPlayers.RandTopM.RandTopM attribute) (PoliciesMultiPlayers.RandTopMEst.RandTopMEst attribute) (PoliciesMultiPlayers.RandTopMEst.RandTopMEstPlus attribute) (PoliciesMultiPlayers.Selfish.Selfish attribute) (PoliciesMultiPlayers.rhoCentralized.rhoCentralized attribute) (PoliciesMultiPlayers.rhoEst.rhoEst attribute) (PoliciesMultiPlayers.rhoEst.rhoEstPlus attribute) (PoliciesMultiPlayers.rhoLearn.rhoLearn attribute) (PoliciesMultiPlayers.rhoLearnEst.rhoLearnEst attribute) (PoliciesMultiPlayers.rhoLearnExp3.rhoLearnExp3 attribute) (PoliciesMultiPlayers.rhoRand.rhoRand attribute) (PoliciesMultiPlayers.rhoRandALOHA.rhoRandALOHA attribute) (PoliciesMultiPlayers.rhoRandRand.rhoRandRand attribute) (PoliciesMultiPlayers.rhoRandRotating.rhoRandRotating attribute) (PoliciesMultiPlayers.rhoRandSticky.rhoRandSticky attribute) children_cumulated_losses (Policies.Aggregator.Aggregator attribute) choice() (Policies.AdBandits.AdBandits method) (Policies.AdSwitch.AdSwitch method) (Policies.AdSwitchNew.AdSwitchNew method) (Policies.Aggregator.Aggregator method) (Policies.BESA.BESA method) (Policies.BasePolicy.BasePolicy method) (Policies.BaseWrapperPolicy.BaseWrapperPolicy method) (Policies.CD_UCB.CD_IndexPolicy method) (Policies.CORRAL.CORRAL method) (Policies.DMED.DMED method) (Policies.EpsilonGreedy.EpsilonGreedy method) (Policies.Exp3.Exp3 method) (Policies.Exp3.Exp3ELM method) (Policies.Exp3PlusPlus.Exp3PlusPlus method) (Policies.ExploreThenCommit.DeltaUCB method) (Policies.ExploreThenCommit.ETC_FixedBudget method) (Policies.ExploreThenCommit._ETC_RoundRobin_WithStoppingCriteria method) (Policies.FEWA.EFF_FEWA method) (Policies.GLR_UCB.GLR_IndexPolicy_WithDeterministicExploration method) (Policies.GLR_UCB.GLR_IndexPolicy_WithTracking method) (Policies.GenericAggregation.GenericAggregation method) (Policies.Hedge.Hedge method) (Policies.IMED.IMED method) (Policies.IndexPolicy.IndexPolicy method) (Policies.LM_DSEE.LM_DSEE method) (Policies.LearnExp.LearnExp method) (Policies.MEGA.MEGA method) (Policies.Monitored_UCB.Monitored_IndexPolicy method) (Policies.MusicalChair.MusicalChair method) (Policies.MusicalChairNoSensing.MusicalChairNoSensing method) (Policies.OSSB.OSSB method) (Policies.ProbabilityPursuit.ProbabilityPursuit method) (Policies.RAWUCB.EFF_RAWUCB method) (Policies.RAWUCB.EFF_RAWklUCB method) (Policies.SIC_MMAB.SIC_MMAB method) (Policies.Softmax.Softmax method) (Policies.SparseUCB.SparseUCB method) (Policies.SparseWrapper.SparseWrapper method) (Policies.SparseklUCB.SparseklUCB method) (Policies.SuccessiveElimination.SuccessiveElimination method) (Policies.TakeFixedArm.TakeFixedArm method) (Policies.TakeRandomFixedArm.TakeRandomFixedArm method) (Policies.TrekkingTSN.TrekkingTSN method) (Policies.UCBimproved.UCBimproved method) (Policies.UCBrandomInit.UCBrandomInit method) (Policies.Uniform.Uniform method) (Policies.UniformOnSome.UniformOnSome method) (Policies.WrapRange.WrapRange method) (PoliciesMultiPlayers.ALOHA.oneALOHA method) (PoliciesMultiPlayers.BaseCentralizedPolicy.BaseCentralizedPolicy method) (PoliciesMultiPlayers.CentralizedCycling.Cycling method) (PoliciesMultiPlayers.CentralizedFixed.Fixed method) (PoliciesMultiPlayers.ChildPointer.ChildPointer method) (PoliciesMultiPlayers.EstimateM.oneEstimateM method) (PoliciesMultiPlayers.OracleFair.CyclingBest method) (PoliciesMultiPlayers.OracleNotFair.Fixed method) (PoliciesMultiPlayers.RandTopM.oneRandTopM method) (PoliciesMultiPlayers.rhoCentralized.oneRhoCentralized method) (PoliciesMultiPlayers.rhoRand.oneRhoRand method) (PoliciesMultiPlayers.rhoRandRand.oneRhoRandRand method) (PoliciesMultiPlayers.rhoRandRotating.oneRhoRandRotating method) choiceFromSubSet() (Policies.Aggregator.Aggregator method) (Policies.BESA.BESA method) (Policies.BasePolicy.BasePolicy method) (Policies.BaseWrapperPolicy.BaseWrapperPolicy method) (Policies.CORRAL.CORRAL method) (Policies.EpsilonGreedy.EpsilonGreedy method) (Policies.Exp3.Exp3 method) (Policies.Exp3PlusPlus.Exp3PlusPlus method) (Policies.GenericAggregation.GenericAggregation method) (Policies.Hedge.Hedge method) (Policies.IndexPolicy.IndexPolicy method) (Policies.LearnExp.LearnExp method) (Policies.ProbabilityPursuit.ProbabilityPursuit method) (Policies.Softmax.Softmax method) (Policies.WrapRange.WrapRange method) (PoliciesMultiPlayers.ChildPointer.ChildPointer method) (PoliciesMultiPlayers.EstimateM.oneEstimateM method) choiceIMP() (Policies.Aggregator.Aggregator method) (Policies.BasePolicy.BasePolicy method) (Policies.BaseWrapperPolicy.BaseWrapperPolicy method) (Policies.CORRAL.CORRAL method) (Policies.GenericAggregation.GenericAggregation method) (Policies.IndexPolicy.IndexPolicy method) (Policies.LearnExp.LearnExp method) (Policies.WrapRange.WrapRange method) (PoliciesMultiPlayers.ChildPointer.ChildPointer method) (PoliciesMultiPlayers.EstimateM.oneEstimateM method) choiceMultiple() (Policies.Aggregator.Aggregator method) (Policies.BESA.BESA method) (Policies.BasePolicy.BasePolicy method) (Policies.BaseWrapperPolicy.BaseWrapperPolicy method) (Policies.CORRAL.CORRAL method) (Policies.DMED.DMED method) (Policies.EpsilonGreedy.EpsilonGreedy method) (Policies.Exp3.Exp3 method) (Policies.Exp3PlusPlus.Exp3PlusPlus method) (Policies.GenericAggregation.GenericAggregation method) (Policies.Hedge.Hedge method) (Policies.IndexPolicy.IndexPolicy method) (Policies.LearnExp.LearnExp method) (Policies.ProbabilityPursuit.ProbabilityPursuit method) (Policies.Softmax.Softmax method) (Policies.WrapRange.WrapRange method) (PoliciesMultiPlayers.ChildPointer.ChildPointer method) (PoliciesMultiPlayers.EstimateM.oneEstimateM method) choices (Environment.Result.Result attribute) (Environment.ResultMultiPlayers.ResultMultiPlayers attribute) (Policies.Aggregator.Aggregator attribute) (Policies.CORRAL.CORRAL attribute) (PoliciesMultiPlayers.CentralizedMultiplePlay.CentralizedMultiplePlay attribute) choices_from_indexes() (in module complete_tree_exploration_for_MP_bandits) choices_from_indexes_with_rank() (in module complete_tree_exploration_for_MP_bandits) choiceWithRank() (Policies.AdBandits.AdBandits method) (Policies.Aggregator.Aggregator method) (Policies.BESA.BESA method) (Policies.BasePolicy.BasePolicy method) (Policies.BaseWrapperPolicy.BaseWrapperPolicy method) (Policies.CD_UCB.CD_IndexPolicy method) (Policies.CORRAL.CORRAL method) (Policies.EpsilonGreedy.EpsilonGreedy method) (Policies.Exp3.Exp3 method) (Policies.Exp3PlusPlus.Exp3PlusPlus method) (Policies.GenericAggregation.GenericAggregation method) (Policies.Hedge.Hedge method) (Policies.IndexPolicy.IndexPolicy method) (Policies.LearnExp.LearnExp method) (Policies.Monitored_UCB.Monitored_IndexPolicy method) (Policies.ProbabilityPursuit.ProbabilityPursuit method) (Policies.Softmax.Softmax method) (Policies.TakeFixedArm.TakeFixedArm method) (Policies.Uniform.Uniform method) (Policies.WrapRange.WrapRange method) (PoliciesMultiPlayers.ChildPointer.ChildPointer method) (PoliciesMultiPlayers.EstimateM.oneEstimateM method)

choose() (Environment.pykov.Vector method) chosen_arm (PoliciesMultiPlayers.RandTopM.oneRandTopM attribute) chosenArm (Policies.MEGA.MEGA attribute) (PoliciesMultiPlayers.ALOHA.oneALOHA attribute) clear() (Environment.pykov.Matrix method) (Environment.usetqdm.tqdm method) client() (in module env_client) ClopperPearsonUCB() (in module Policies.CPUCB) close() (Environment.usetqdm.tqdm method) closerUserGetsReward() (in module Environment.CollisionModels) collision_models (in module Environment.CollisionModels) collisionCount (PoliciesMultiPlayers.EstimateM.oneEstimateM attribute) (PoliciesMultiPlayers.RandTopMEst.oneRandTopMEst attribute) (PoliciesMultiPlayers.rhoEst.oneRhoEst attribute) collisionModel (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers attribute) (Environment.EvaluatorSparseMultiPlayers.EvaluatorSparseMultiPlayers attribute) collisionModel() (in module configuration_multiplayers) (in module configuration_multiplayers_nonstationary) (in module configuration_multiplayers_with_aggregation) (in module example_of_configuration_multiplayers) collisions (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers attribute) (Environment.ResultMultiPlayers.ResultMultiPlayers attribute) communicates() (Environment.pykov.Chain method) Communication (Policies.SIC_MMAB.State attribute) communication_classes() (Environment.pykov.Chain method) complete_tree_exploration_for_MP_bandits (module) compute_cache_rewards() (Environment.Evaluator.Evaluator method) compute_di_pi_si() (Policies.AdSwitch.AdSwitch method) compute_h_alpha_from_input_parameters__CUSUM() (in module Policies.CUSUM_UCB) compute_h_alpha_from_input_parameters__CUSUM_complicated() (in module Policies.CUSUM_UCB) compute_one_depth() (complete_tree_exploration_for_MP_bandits.State method) compute_optimized_changePoints() (Policies.OracleSequentiallyRestartPolicy.OracleSequentiallyRestartPolicy method) compute_threshold_h() (Policies.GLR_UCB.GLR_IndexPolicy method) (Policies.GLR_UCB.SubGaussianGLR_IndexPolicy method) compute_ucb_lcb() (Policies.SIC_MMAB.SIC_MMAB method) (Policies.SIC_MMAB.SIC_MMAB_UCB method) (Policies.SIC_MMAB.SIC_MMAB_klUCB method) computeAllIndex() (Policies.Aggregator.Aggregator method) (Policies.ApproximatedFHGittins.ApproximatedFHGittins method) (Policies.BESA.BESA method) (Policies.BaseWrapperPolicy.BaseWrapperPolicy method) (Policies.BoltzmannGumbel.BoltzmannGumbel method) (Policies.DiscountedUCB.DiscountedUCB method) (Policies.DiscountedUCB.DiscountedklUCB method) (Policies.EmpiricalMeans.EmpiricalMeans method) (Policies.Experimentals.UCBlog10.UCBlog10 method) (Policies.Experimentals.UCBlog10alpha.UCBlog10alpha method) (Policies.Experimentals.UCBwrong.UCBwrong method) (Policies.Experimentals.klUCBlog10.klUCBlog10 method) (Policies.Experimentals.klUCBloglog10.klUCBloglog10 method) (Policies.GreedyOracle.GreedyPolicy method) (Policies.IndexPolicy.IndexPolicy method) (Policies.MOSS.MOSS method) (Policies.MOSSAnytime.MOSSAnytime method) (Policies.MOSSExperimental.MOSSExperimental method) (Policies.MOSSH.MOSSH method) (Policies.RandomizedIndexPolicy.RandomizedIndexPolicy method) (Policies.UCB.UCB method) (Policies.UCBH.UCBH method) (Policies.UCBV.UCBV method) (Policies.UCBVtuned.UCBVtuned method) (Policies.UCBalpha.UCBalpha method) (Policies.UCBmin.UCBmin method) (Policies.UCBplus.UCBplus method) (Policies.WrapRange.WrapRange method) (Policies.klUCB.klUCB method) (Policies.klUCBH.klUCBH method) (Policies.klUCBHPlus.klUCBHPlus method) (Policies.klUCBPlus.klUCBPlus method) (Policies.klUCBPlusPlus.klUCBPlusPlus method) (Policies.klUCB_forGLR.klUCB_forGLR method) (Policies.klUCBloglog.klUCBloglog method) (Policies.klUCBloglog_forGLR.klUCBloglog_forGLR method) computeIndex() (Policies.Aggregator.Aggregator method) (Policies.ApproximatedFHGittins.ApproximatedFHGittins method) (Policies.BESA.BESA method) (Policies.BaseWrapperPolicy.BaseWrapperPolicy method) (Policies.BayesUCB.BayesUCB method) (Policies.BayesianIndexPolicy.BayesianIndexPolicy method) (Policies.BoltzmannGumbel.BoltzmannGumbel method) (Policies.CPUCB.CPUCB method) (Policies.DiscountedThompson.DiscountedThompson method) (Policies.DiscountedUCB.DiscountedUCB method) (Policies.DiscountedUCB.DiscountedklUCB method) (Policies.EmpiricalMeans.EmpiricalMeans method) (Policies.Experimentals.KLempUCB.KLempUCB method) (Policies.Experimentals.ThompsonRobust.ThompsonRobust method) (Policies.Experimentals.UCBjulia.UCBjulia method) (Policies.Experimentals.UCBlog10.UCBlog10 method) (Policies.Experimentals.UCBlog10alpha.UCBlog10alpha method) (Policies.Experimentals.UCBwrong.UCBwrong method) (Policies.Experimentals.klUCBlog10.klUCBlog10 method) (Policies.Experimentals.klUCBloglog10.klUCBloglog10 method) (Policies.GreedyOracle.GreedyOracle method) (Policies.GreedyOracle.GreedyPolicy method) (Policies.IndexPolicy.IndexPolicy method) (Policies.MOSS.MOSS method) (Policies.MOSSAnytime.MOSSAnytime method) (Policies.MOSSExperimental.MOSSExperimental method) (Policies.MOSSH.MOSSH method) (Policies.OCUCB.OCUCB method) (Policies.OCUCBH.AOCUCBH method) (Policies.OCUCBH.OCUCBH method) (Policies.PHE.PHE method) (Policies.RandomizedIndexPolicy.RandomizedIndexPolicy method) (Policies.SWA.SWA method) (Policies.SlidingWindowUCB.SWUCB method) (Policies.SlidingWindowUCB.SWklUCB method) (Policies.Thompson.Thompson method) (Policies.UCB.UCB method) (Policies.UCBH.UCBH method) (Policies.UCBV.UCBV method) (Policies.UCBVtuned.UCBVtuned method) (Policies.UCBalpha.UCBalpha method) (Policies.UCBdagger.UCBdagger method) (Policies.UCBimproved.UCBimproved method) (Policies.UCBmin.UCBmin method) (Policies.UCBoost.UCB_bq method) (Policies.UCBoost.UCB_h method) (Policies.UCBoost.UCB_lb method) (Policies.UCBoost.UCB_sq method) (Policies.UCBoost.UCB_t method) (Policies.UCBoost.UCBoost method) (Policies.UCBoost.UCBoostEpsilon method) (Policies.UCBoost.UCBoost_bq_h_lb method) (Policies.UCBoost.UCBoost_bq_h_lb_t method) (Policies.UCBoost.UCBoost_bq_h_lb_t_sq method) (Policies.UCBplus.UCBplus method) (Policies.WrapRange.WrapRange method) (Policies.klUCB.klUCB method) (Policies.klUCBH.klUCBH method) (Policies.klUCBHPlus.klUCBHPlus method) (Policies.klUCBPlus.klUCBPlus method) (Policies.klUCBPlusPlus.klUCBPlusPlus method) (Policies.klUCB_forGLR.klUCB_forGLR method) (Policies.klUCBloglog.klUCBloglog method) (Policies.klUCBloglog_forGLR.klUCBloglog_forGLR method) (Policies.klUCBswitch.klUCBswitch method) (Policies.klUCBswitch.klUCBswitchAnytime method) CONCISE (in module complete_tree_exploration_for_MP_bandits) configuration (in module configuration) (in module configuration_comparing_aggregation_algorithms) (in module configuration_comparing_doubling_algorithms) (in module configuration_markovian) (in module configuration_multiplayers) (in module configuration_multiplayers_nonstationary) (in module configuration_multiplayers_with_aggregation) (in module configuration_nonstationary) (in module configuration_sparse) (in module configuration_sparse_multiplayers) (in module example_of_configuration_multiplayers) (in module example_of_configuration_singleplayer) (in module very_simple_configuration) (module) configuration_comparing_aggregation_algorithms (module) configuration_comparing_doubling_algorithms (module) configuration_markovian (module) configuration_multiplayers (module) configuration_multiplayers_nonstationary (module) configuration_multiplayers_with_aggregation (module) configuration_nonstationary (module) configuration_sparse (module) configuration_sparse_multiplayers (module) Constant (class in Arms.Constant) constant_c (in module Policies.DiscountedUCB) CONSTANT_C (in module Policies.Exp3R) constant_c (in module Policies.SlidingWindowUCB) Constant_C1 (in module Policies.AdSwitch) (in module Policies.AdSwitchNew) Constant_C2 (in module Policies.AdSwitch) constant_c_for_the_functions_f (in module Policies.DoublingTrickWrapper) constant_function_h_tilde (in module Policies.GLR_UCB) constant_power_function_h (in module Policies.GLR_UCB) constant_reward (Arms.Constant.Constant attribute) constant_threshold_switch (Policies.klUCBswitch.klUCBswitch attribute) ConstantC (in module Policies.MusicalChairNoSensing) ConstantRank() (in module complete_tree_exploration_for_MP_bandits) continuouslyVaryingMeans() (in module Arms) copy() (complete_tree_exploration_for_MP_bandits.State method) (Environment.pykov.Matrix method) (Environment.pykov.Vector method) (complete_tree_exploration_for_MP_bandits.StateWithMemory method) CORRAL (class in Policies.CORRAL) count_ranks_markov_chain (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers attribute) COUNT_RANKS_MARKOV_CHAIN (in module Environment.EvaluatorMultiPlayers) counter_s_no_exploitation_phase (Policies.OSSB.OSSB attribute) CPU_COUNT (in module configuration) (in module configuration_comparing_doubling_algorithms) (in module configuration_markovian) (in module configuration_nonstationary) CPUCB (class in Policies.CPUCB) cumulatedRewards (Policies.MusicalChair.MusicalChair attribute) (Policies.MusicalChairNoSensing.MusicalChairNoSensing attribute) (Policies.TrekkingTSN.TrekkingTSN attribute) cumulative_losses (Policies.TsallisInf.TsallisInf attribute) current_best_arm (Policies.AdSwitch.AdSwitch attribute) current_estimated_gap (Policies.AdSwitch.AdSwitch attribute) current_exploitation_arm (Policies.AdSwitch.AdSwitch attribute) (Policies.LM_DSEE.LM_DSEE attribute) current_exploration_arm (Policies.AdSwitch.AdSwitch attribute) (Policies.LM_DSEE.LM_DSEE attribute) current_m (Policies.UCBimproved.UCBimproved attribute) current_worst_arm (Policies.AdSwitch.AdSwitch attribute) CUSUM_IndexPolicy (class in Policies.CUSUM_UCB) Cycling (class in PoliciesMultiPlayers.CentralizedCycling) CyclingBest (class in PoliciesMultiPlayers.OracleFair)

D

D (in module Policies.EpsilonGreedy) d (Policies.MEGA.MEGA attribute) decreaseRate (Policies.Aggregator.Aggregator attribute) decreasing_alpha__GLR() (in module Policies.GLR_UCB) DECREASINGRATE (in module Policies.EpsilonGreedy) (in module Policies.OSSB) default_change_lower_amplitude() (in module Environment.MAB) default_configuration (in module env_client) (in module policy_server) DEFAULT_FIRST_HORIZON (in module Policies.DoublingTrickWrapper) default_horizonDependent_policy (in module Policies.DoublingTrickWrapper) default_index_policy (in module Policies.SparseWrapper) default_next_horizon() (in module Policies.DoublingTrickWrapper) DEFAULT_PERTURBATION_SCALE (in module Policies.PHE) default_policy() (in module complete_tree_exploration_for_MP_bandits) default_update_memory() (in module complete_tree_exploration_for_MP_bandits) defaultCollisionModel() (in module Environment.CollisionModels) delayed() (in module Environment.usejoblib) delayed_play() (in module Environment.Evaluator) (in module Environment.EvaluatorMultiPlayers) (in module Environment.EvaluatorSparseMultiPlayers) DELTA (in module Environment.MAB) (in module Policies.Exp3) (in module Policies.Monitored_UCB) delta (Policies.Exp3.Exp3ELM attribute) (Policies.Exp3R.DriftDetection_IndexPolicy attribute) (Policies.GLR_UCB.GLR_IndexPolicy attribute) (Policies.GLR_UCB.SubGaussianGLR_IndexPolicy attribute) (Policies.TrekkingTSN.TrekkingTSN attribute) delta() (Policies.CD_UCB.UCBLCB_IndexPolicy method) DELTA_S (in module Policies.AdSwitchNew) delta_s (Policies.AdSwitchNew.AdSwitchNew attribute) DELTA_T (in module Environment.MAB) (in module Policies.AdSwitchNew) delta_t (Policies.AdSwitchNew.AdSwitchNew attribute) delta_t_plot (Environment.Evaluator.Evaluator attribute) DELTA_T_PLOT (in module Environment.Evaluator) (in module Environment.EvaluatorMultiPlayers) (in module Environment.EvaluatorSparseMultiPlayers) delta_time_steps (Policies.DiscountedUCB.DiscountedUCB attribute) DeltaUCB (class in Policies.ExploreThenCommit) DepRound() (in module PoliciesMultiPlayers.DepRound) depth (complete_tree_exploration_for_MP_bandits.State attribute) detect_change() (Policies.CD_UCB.CD_IndexPolicy method) (Policies.CD_UCB.SlidingWindowRestart_IndexPolicy method) (Policies.CD_UCB.UCBLCB_IndexPolicy method) (Policies.CUSUM_UCB.CUSUM_IndexPolicy method) (Policies.CUSUM_UCB.PHT_IndexPolicy method) (Policies.Exp3R.DriftDetection_IndexPolicy method) (Policies.GLR_UCB.GLR_IndexPolicy method) (Policies.GLR_UCB.SubGaussianGLR_IndexPolicy method) (Policies.Monitored_UCB.Monitored_IndexPolicy method) (Policies.OracleSequentiallyRestartPolicy.OracleSequentiallyRestartPolicy method) dict_of_transition_matrix() (in module Environment.MAB) Dinf() (in module Policies.IMED) (Policies.IMED.IMED method) discount() (Policies.Posterior.DiscountedBeta.DiscountedBeta method) discounted_pulls (Policies.DiscountedUCB.DiscountedUCB attribute) discounted_rewards (Policies.DiscountedUCB.DiscountedUCB attribute) DiscountedBayesianIndexPolicy (class in Policies.DiscountedBayesianIndexPolicy) DiscountedBeta (class in Policies.Posterior.DiscountedBeta) DiscountedklUCB (class in Policies.DiscountedUCB)

DiscountedklUCBPlus (class in Policies.DiscountedUCB) DiscountedThompson (class in Policies.DiscountedThompson) DiscountedUCB (class in Policies.DiscountedUCB) DiscountedUCBPlus (class in Policies.DiscountedUCB) DiscreteArm (class in Arms.DiscreteArm) dispatch_next() (Environment.usejoblib.Parallel method) dispatch_one_batch() (Environment.usejoblib.Parallel method) display() (Environment.usetqdm.tqdm method) display_top_tracemalloc() (in module Environment.memory_consumption) dist() (Environment.pykov.Vector method) distance_t() (in module Policies.UCBoost) DISTORTION_HORIZON (in module Policies.ApproximatedFHGittins) distortion_horizon (Policies.ApproximatedFHGittins.ApproximatedFHGittins attribute) DMED (class in Policies.DMED) DMEDPlus (class in Policies.DMED) DO_PARALLEL (in module configuration) (in module configuration_comparing_aggregation_algorithms) (in module configuration_comparing_doubling_algorithms) (in module configuration_markovian) (in module configuration_multiplayers) (in module configuration_multiplayers_nonstationary) (in module configuration_multiplayers_with_aggregation) (in module configuration_nonstationary) (in module configuration_sparse) (in module configuration_sparse_multiplayers) (in module example_of_configuration_multiplayers) (in module example_of_configuration_singleplayer) doubling_change_lower_amplitude() (in module Environment.MAB) doublingTrick() (Policies.SWA.wSWA method) DoublingTrickWrapper (class in Policies.DoublingTrickWrapper) DPI (in module Environment.plotsettings) draw() (Arms.Arm.Arm method) (Arms.Bernoulli.Bernoulli method) (Arms.Binomial.Binomial method) (Arms.Constant.Constant method) (Arms.DiscreteArm.DiscreteArm method) (Arms.Exponential.Exponential method) (Arms.Gamma.Gamma method) (Arms.Gaussian.Gaussian method) (Arms.Gaussian.UnboundedGaussian method) (Arms.Poisson.Poisson method) (Arms.RestedRottingArm.RestedRottingArm method) (Arms.RestlessArm.RestlessArm method) (Arms.UniformArm.UniformArm method) (Environment.MAB.IncreasingMAB method) (Environment.MAB.MAB method) (Environment.MAB.MarkovianMAB method) draw_each() (Environment.MAB.MAB method) draw_each_nparray() (Environment.MAB.MAB method) draw_nparray() (Arms.Arm.Arm method) (Arms.Bernoulli.Bernoulli method) (Arms.Binomial.Binomial method) (Arms.Constant.Constant method) (Arms.DiscreteArm.DiscreteArm method) (Arms.Exponential.Exponential method) (Arms.Gamma.Gamma method) (Arms.Gaussian.Gaussian method) (Arms.Gaussian.UnboundedGaussian method) (Arms.Poisson.Poisson method) (Arms.UniformArm.UniformArm method) (Environment.MAB.MAB method) draws (Arms.Binomial.Binomial attribute) DriftDetection_IndexPolicy (class in Policies.Exp3R)

E

EFF_FEWA (class in Policies.FEWA) EFF_RAWklUCB (class in Policies.RAWUCB) EFF_RAWUCB (class in Policies.RAWUCB) EFF_RAWUCB_pp (class in Policies.RAWUCB) ell (Policies.AdSwitchNew.AdSwitchNew attribute) EmpiricalMeans (class in Policies.EmpiricalMeans) entropy() (Environment.pykov.Chain method) (Environment.pykov.Vector method) env_client (module) Environment (module) Environment.CollisionModels (module) Environment.Evaluator (module) Environment.EvaluatorMultiPlayers (module) Environment.EvaluatorSparseMultiPlayers (module) Environment.fairnessMeasures (module) Environment.MAB (module) Environment.MAB_rotting (module) Environment.memory_consumption (module) Environment.notify (module) Environment.plotsettings (module) Environment.pykov (module) Environment.Result (module) Environment.ResultMultiPlayers (module) Environment.sortedDistance (module) Environment.usejoblib (module) Environment.usenumba (module) Environment.usetqdm (module) environment_bayesian (Environment.Evaluator.Evaluator attribute) ENVIRONMENT_BAYESIAN (in module configuration) (in module configuration_multiplayers) (in module configuration_multiplayers_nonstationary) (in module configuration_multiplayers_with_aggregation) (in module configuration_sparse) (in module example_of_configuration_multiplayers) (in module example_of_configuration_singleplayer) envs (Environment.Evaluator.Evaluator attribute) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers attribute) eps (in module Arms.kullback) (in module Policies.GLR_UCB) (in module Policies.UCBoost) (in module Policies.kullback) EPSILON (in module configuration) (in module Policies.CD_UCB) (in module Policies.CUSUM_UCB) (in module Policies.EpsilonGreedy) (in module Policies.Hedge) (in module Policies.OSSB) epsilon (Policies.AdBandits.AdBandits attribute) (Policies.CD_UCB.CD_IndexPolicy attribute) (Policies.EpsilonGreedy.EpsilonDecreasing attribute) (Policies.EpsilonGreedy.EpsilonDecreasingMEGA attribute) (Policies.EpsilonGreedy.EpsilonExpDecreasing attribute) (Policies.EpsilonGreedy.EpsilonFirst attribute) (Policies.EpsilonGreedy.EpsilonGreedy attribute) (Policies.Exp3PlusPlus.Exp3PlusPlus attribute) (Policies.ExploreThenCommit.ETC_FixedBudget attribute) (Policies.ExploreThenCommit.ETC_KnownGap attribute) (Policies.ExploreThenCommit.ETC_RandomStop attribute) (Policies.ExploreThenCommit._ETC_RoundRobin_WithStoppingCriteria attribute) (Policies.Hedge.Hedge attribute) (Policies.Hedge.HedgeDecreasing attribute) (Policies.Hedge.HedgeWithHorizon attribute) (Policies.OSSB.OSSB attribute) (Policies.OSSB.OSSB_AutoDecreasingRate attribute) (Policies.OSSB.OSSB_DecreasingRate attribute) (Policies.TrekkingTSN.TrekkingTSN attribute) (Policies.UCBoost.UCBoostEpsilon attribute) epsilon0() (in module Policies.EpsilonGreedy) epsilon_T (Policies.ExploreThenCommit.DeltaUCB attribute) EpsilonDecreasing (class in Policies.EpsilonGreedy) EpsilonDecreasingMEGA (class in Policies.EpsilonGreedy) EpsilonExpDecreasing (class in Policies.EpsilonGreedy) EpsilonFirst (class in Policies.EpsilonGreedy) EpsilonGreedy (class in Policies.EpsilonGreedy) estimate_delta (Policies.UCBimproved.UCBimproved attribute) estimate_length_phases_12() (in module Policies.MusicalChairNoSensing)

estimatedBestArms() (Policies.Aggregator.Aggregator method) (Policies.BaseWrapperPolicy.BaseWrapperPolicy method) (Policies.CORRAL.CORRAL method) (Policies.Exp3.Exp3 method) (Policies.Exp3PlusPlus.Exp3PlusPlus method) (Policies.GenericAggregation.GenericAggregation method) (Policies.Hedge.Hedge method) (Policies.IndexPolicy.IndexPolicy method) (Policies.LearnExp.LearnExp method) (Policies.WrapRange.WrapRange method) (PoliciesMultiPlayers.ChildPointer.ChildPointer method) (PoliciesMultiPlayers.EstimateM.oneEstimateM method) estimatedOrder() (Policies.Aggregator.Aggregator method) (Policies.BasePolicy.BasePolicy method) (Policies.BaseWrapperPolicy.BaseWrapperPolicy method) (Policies.CORRAL.CORRAL method) (Policies.Exp3.Exp3 method) (Policies.Exp3PlusPlus.Exp3PlusPlus method) (Policies.GenericAggregation.GenericAggregation method) (Policies.Hedge.Hedge method) (Policies.IndexPolicy.IndexPolicy method) (Policies.LearnExp.LearnExp method) (Policies.Softmax.Softmax method) (Policies.WrapRange.WrapRange method) (PoliciesMultiPlayers.ChildPointer.ChildPointer method) (PoliciesMultiPlayers.EstimateM.oneEstimateM method) EstimateM (class in PoliciesMultiPlayers.EstimateM) Estimation (Policies.AdSwitch.Phase attribute) estimation (Policies.OSSB.Phase attribute) Estimation (Policies.SIC_MMAB.State attribute) ETA (in module Policies.LearnExp) (in module Policies.OCUCB) eta (Policies.Exp3PlusPlus.Exp3PlusPlus attribute) (Policies.LearnExp.LearnExp attribute) (Policies.OCUCB.OCUCB attribute) (Policies.TsallisInf.TsallisInf attribute) ETC_BAI (class in Policies.ExploreThenCommit) ETC_FixedBudget (class in Policies.ExploreThenCommit) ETC_KnownGap (class in Policies.ExploreThenCommit) ETC_RandomStop (class in Policies.ExploreThenCommit) ETC_SPRT (class in Policies.ExploreThenCommit) Evaluator (class in Environment.Evaluator) EvaluatorFromDisk() (in module Environment.Evaluator) EvaluatorMultiPlayers (class in Environment.EvaluatorMultiPlayers) EvaluatorSparseMultiPlayers (class in Environment.EvaluatorSparseMultiPlayers) example_of_configuration_multiplayers (module) example_of_configuration_singleplayer (module) exitIfWorstWasPicked (PoliciesMultiPlayers.RandTopM.RandTopM attribute) (PoliciesMultiPlayers.RandTopMEst.RandTopMEst attribute) (PoliciesMultiPlayers.RandTopMEst.RandTopMEstPlus attribute) Exp3 (class in Policies.Exp3) Exp3Decreasing (class in Policies.Exp3) Exp3ELM (class in Policies.Exp3) Exp3PlusPlus (class in Policies.Exp3PlusPlus) Exp3R (class in Policies.Exp3R) Exp3RPlusPlus (class in Policies.Exp3R) Exp3S (class in Policies.Exp3S) Exp3SoftMix (class in Policies.Exp3) Exp3WithHorizon (class in Policies.Exp3) Exploitation (Policies.AdSwitch.Phase attribute) (Policies.LM_DSEE.State attribute) exploitation (Policies.OSSB.Phase attribute) Exploitation (Policies.SIC_MMAB.State attribute) Exploration (Policies.LM_DSEE.State attribute) exploration (Policies.OSSB.Phase attribute) Exploration (Policies.SIC_MMAB.State attribute) explore_from_node_to_depth() (complete_tree_exploration_for_MP_bandits.State method) EXPONENT_BETA (in module Policies.GLR_UCB) Exponential (class in Arms.Exponential) exponential_perturbation() (in module Policies.RandomizedIndexPolicy) EXPONENTIAL_STEP (in module Policies.DoublingTrickWrapper) ExponentialFromMean (class in Arms.Exponential) ext_rank (Policies.SIC_MMAB.SIC_MMAB attribute) external_write_mode() (Environment.usetqdm.tqdm class method) extra_str (Policies.Aggregator.Aggregator attribute) eye() (Environment.pykov.Matrix method)

F

fairness_mapping (in module Environment.fairnessMeasures) fairnessMeasure() (in module Environment.fairnessMeasures) FAST_EXPONENTIAL_STEP (in module Policies.DoublingTrickWrapper) feedback_function (PoliciesMultiPlayers.rhoLearnExp3.oneRhoLearnExp3 attribute) FEWA (class in Policies.FEWA) FIGSIZE (in module Environment.plotsettings) FINAL_RANKS_ON_AVERAGE (in module Environment.Evaluator) (in module Environment.EvaluatorMultiPlayers) (in module Environment.EvaluatorSparseMultiPlayers) finalRanksOnAverage (Environment.Evaluator.Evaluator attribute) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers attribute) find_Ik() (Policies.AdSwitch.AdSwitch method) find_max_i() (Policies.AdSwitchNew.AdSwitchNew method) find_N_absorbing_states() (complete_tree_exploration_for_MP_bandits.State method) Fixation (Policies.SIC_MMAB.State attribute) Fixed (class in PoliciesMultiPlayers.CentralizedFixed) (class in PoliciesMultiPlayers.OracleNotFair) FixedArm() (in module complete_tree_exploration_for_MP_bandits) FORCE_CHANGE (in module PoliciesMultiPlayers.rhoRandALOHA) force_to_see (Policies.SparseklUCB.SparseklUCB attribute) (Policies.SparseUCB.SparseUCB attribute) (Policies.SparseWrapper.SparseWrapper attribute) forceChange (PoliciesMultiPlayers.rhoRandALOHA.oneRhoRandALOHA attribute) (PoliciesMultiPlayers.rhoRandALOHA.rhoRandALOHA attribute) ForceLog (Policies.SparseklUCB.Phase attribute) (Policies.SparseUCB.Phase attribute) (Policies.SparseWrapper.Phase attribute) forget() (Policies.Posterior.Beta.Beta method) (Policies.Posterior.DiscountedBeta.DiscountedBeta method) (Policies.Posterior.Gamma.Gamma method) (Policies.Posterior.Gauss.Gauss method) (Policies.Posterior.Posterior.Posterior method) FORMAT (in module complete_tree_exploration_for_MP_bandits) format_dict (Environment.usetqdm.tqdm attribute)

format_interval() (Environment.usetqdm.tqdm static method) format_meter() (Environment.usetqdm.tqdm static method) format_num() (Environment.usetqdm.tqdm static method) format_sizeof() (Environment.usetqdm.tqdm static method) FORMATS (in module Environment.plotsettings) freeTransmissions (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers attribute) ftnext() (PoliciesMultiPlayers.ALOHA.oneALOHA method) full_lost_if_collision (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers attribute) (Environment.EvaluatorSparseMultiPlayers.EvaluatorSparseMultiPlayers attribute) (in module Environment.CollisionModels) FULL_RESTART (in module Policies.DoublingTrickWrapper) full_restart (Policies.DoublingTrickWrapper.DoublingTrickWrapper attribute) FULL_RESTART_WHEN_REFRESH (in module Policies.CD_UCB) (in module Policies.CUSUM_UCB) (in module Policies.GLR_UCB) (in module Policies.Monitored_UCB) (in module Policies.OracleSequentiallyRestartPolicy) (in module Policies.SlidingWindowRestart) full_restart_when_refresh (Policies.SlidingWindowRestart.SWR_klUCB attribute) (Policies.SlidingWindowRestart.SWR_UCB attribute) (Policies.SlidingWindowRestart.SWR_UCBalpha attribute) FULLHASH (in module complete_tree_exploration_for_MP_bandits) function_f__for_exponential_sequences() (in module Policies.DoublingTrickWrapper) function_f__for_generic_sequences() (in module Policies.DoublingTrickWrapper) function_f__for_geometric_sequences() (in module Policies.DoublingTrickWrapper) function_f__for_intermediate2_sequences() (in module Policies.DoublingTrickWrapper) function_f__for_intermediate3_sequences() (in module Policies.DoublingTrickWrapper) function_f__for_intermediate4_sequences() (in module Policies.DoublingTrickWrapper) function_f__for_intermediate5_sequences() (in module Policies.DoublingTrickWrapper) function_f__for_intermediate_sequences() (in module Policies.DoublingTrickWrapper) function_h() (in module Policies.GLR_UCB) function_h_minus_one() (in module Policies.GLR_UCB) function_h_tilde() (in module Policies.GLR_UCB) function_T_mathcal() (in module Policies.GLR_UCB) fundamental_matrix() (Environment.pykov.Chain method)

G

g() (in module Policies.klUCBPlusPlus) g_vect() (in module Policies.klUCBPlusPlus) Gamma (class in Arms.Gamma) (class in Policies.Posterior.Gamma) GAMMA (in module Policies.DiscountedBayesianIndexPolicy) (in module Policies.DiscountedUCB) (in module Policies.Exp3) (in module Policies.OSSB) (in module Policies.Posterior.DiscountedBeta) gamma (Policies.CORRAL.CORRAL attribute) (Policies.DiscountedBayesianIndexPolicy.DiscountedBayesianIndexPolicy attribute) (Policies.DiscountedUCB.DiscountedUCB attribute) (Policies.Exp3.Exp3 attribute) (Policies.Exp3.Exp3Decreasing attribute) (Policies.Exp3.Exp3ELM attribute) (Policies.Exp3.Exp3SoftMix attribute) (Policies.Exp3.Exp3WithHorizon attribute) (Policies.Exp3PlusPlus.Exp3PlusPlus attribute) (Policies.Exp3S.Exp3S attribute) (Policies.LM_DSEE.LM_DSEE attribute) (Policies.Monitored_UCB.Monitored_IndexPolicy attribute) (Policies.OSSB.OSSB attribute) (Policies.OSSB.OSSB_AutoDecreasingRate attribute) (Policies.OSSB.OSSB_DecreasingRate attribute) (Policies.Posterior.DiscountedBeta.DiscountedBeta attribute) GAMMA_SCALE_FACTOR (in module Policies.Monitored_UCB) GammaFromMean (class in Arms.Gamma) gammavariate() (in module Policies.Posterior.Gamma) GAP (in module Policies.ExploreThenCommit) gap (Policies.ExploreThenCommit._ETC_RoundRobin_WithStoppingCriteria attribute) (Policies.ExploreThenCommit.DeltaUCB attribute) (Policies.ExploreThenCommit.ETC_FixedBudget attribute) (Policies.ExploreThenCommit.ETC_KnownGap attribute) gap_Delta_tilde_of_l (Policies.AdSwitchNew.AdSwitchNew attribute) gap_estimate (Policies.Exp3PlusPlus.Exp3PlusPlus attribute) Gauss (class in Policies.Posterior.Gauss) Gaussian (class in Arms.Gaussian) Gaussian_0_1 (class in Arms.Gaussian) Gaussian_0_10 (class in Arms.Gaussian) Gaussian_0_100 (class in Arms.Gaussian) Gaussian_0_2 (class in Arms.Gaussian) Gaussian_0_5 (class in Arms.Gaussian) Gaussian_m100_100 (class in Arms.Gaussian) Gaussian_m10_10 (class in Arms.Gaussian) Gaussian_m1_1 (class in Arms.Gaussian) Gaussian_m2_2 (class in Arms.Gaussian) Gaussian_m5_5 (class in Arms.Gaussian) gaussian_perturbation() (in module Policies.RandomizedIndexPolicy) GaussianGLR_IndexPolicy (class in Policies.GLR_UCB) GaussianGLR_IndexPolicy_WithDeterministicExploration (class in Policies.GLR_UCB) GaussianGLR_IndexPolicy_WithTracking (class in Policies.GLR_UCB) GaussianOSSB (class in Policies.OSSB) generic_continuous_feedback() (in module PoliciesMultiPlayers.rhoLearnExp3) generic_ternary_feedback() (in module PoliciesMultiPlayers.rhoLearnExp3) GenericAggregation (class in Policies.GenericAggregation) genuine (Policies.DMED.DMED attribute) GEOMETRIC_STEP (in module Policies.DoublingTrickWrapper) geometricChangePoints() (in module Arms) gestalt() (in module Environment.sortedDistance) get_all_leafs() (complete_tree_exploration_for_MP_bandits.State method) get_allMeans() (Environment.MAB.MAB method) (Environment.MAB.NonStationaryMAB method) (Environment.MAB.PieceWiseStationaryMAB method) get_lock() (Environment.usetqdm.tqdm class method) get_maxArm() (Environment.MAB.MAB method) (Environment.MAB.NonStationaryMAB method) (Environment.MAB.PieceWiseStationaryMAB method) get_maxArms() (Environment.MAB.MAB method) (Environment.MAB.PieceWiseStationaryMAB method) get_minArm() (Environment.MAB.MAB method) (Environment.MAB.NonStationaryMAB method) (Environment.MAB.PieceWiseStationaryMAB method) get_minArms() (Environment.MAB.PieceWiseStationaryMAB method) get_unique_leafs() (complete_tree_exploration_for_MP_bandits.State method) getAllLastWeightedSelections() (Environment.Evaluator.Evaluator method) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) (Environment.EvaluatorSparseMultiPlayers.EvaluatorSparseMultiPlayers method) getAllPulls() (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) getAverageRewards() (Environment.Evaluator.Evaluator method) getAverageWeightedSelections() (Environment.Evaluator.Evaluator method) getBestArmPulls() (Environment.Evaluator.Evaluator method) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) getCentralizedNbSwitchs() (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) getCentralizedRegret() (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) (Environment.EvaluatorSparseMultiPlayers.EvaluatorSparseMultiPlayers method) getCentralizedRegret_LessAccurate() (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) (Environment.EvaluatorSparseMultiPlayers.EvaluatorSparseMultiPlayers method) getCentralizedRegret_MoreAccurate() (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) (Environment.EvaluatorSparseMultiPlayers.EvaluatorSparseMultiPlayers method) getCollisions() (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) getCumulatedRegret() (Environment.Evaluator.Evaluator method) getCumulatedRegret_LessAccurate() (Environment.Evaluator.Evaluator method) getCumulatedRegret_MoreAccurate() (Environment.Evaluator.Evaluator method) getCurrentMemory() (in module Environment.memory_consumption) getFirstRegretTerm() (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) (Environment.EvaluatorSparseMultiPlayers.EvaluatorSparseMultiPlayers method) getfreeTransmissions() (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) getLastRegrets() (Environment.Evaluator.Evaluator method) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) (Environment.EvaluatorSparseMultiPlayers.EvaluatorSparseMultiPlayers method)

getLastRegrets_LessAccurate() (Environment.Evaluator.Evaluator method) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) (Environment.EvaluatorSparseMultiPlayers.EvaluatorSparseMultiPlayers method) getLastRegrets_MoreAccurate() (Environment.Evaluator.Evaluator method) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) (Environment.EvaluatorSparseMultiPlayers.EvaluatorSparseMultiPlayers method) getMaxMinReward() (Environment.Evaluator.Evaluator method) getMaxRewards() (Environment.Evaluator.Evaluator method) getMemoryConsumption() (Environment.Evaluator.Evaluator method) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) getNbSwitchs() (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) getNumberOfCPDetections() (Environment.Evaluator.Evaluator method) getPulls() (Environment.Evaluator.Evaluator method) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) getRegretMean() (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) getReward() (Policies.AdBandits.AdBandits method) (Policies.AdSwitch.AdSwitch method) (Policies.AdSwitchNew.AdSwitchNew method) (Policies.Aggregator.Aggregator method) (Policies.BESA.BESA method) (Policies.BasePolicy.BasePolicy method) (Policies.BaseWrapperPolicy.BaseWrapperPolicy method) (Policies.BayesianIndexPolicy.BayesianIndexPolicy method) (Policies.CD_UCB.CD_IndexPolicy method) (Policies.CORRAL.CORRAL method) (Policies.CUSUM_UCB.CUSUM_IndexPolicy method) (Policies.DiscountedBayesianIndexPolicy.DiscountedBayesianIndexPolicy method) (Policies.DiscountedUCB.DiscountedUCB method) (Policies.DoublingTrickWrapper.DoublingTrickWrapper method) (Policies.Exp3.Exp3 method) (Policies.Exp3.Exp3ELM method) (Policies.Exp3PlusPlus.Exp3PlusPlus method) (Policies.Exp3S.Exp3S method) (Policies.Experimentals.KLempUCB.KLempUCB method) (Policies.FEWA.EFF_FEWA method) (Policies.GLR_UCB.GLR_IndexPolicy method) (Policies.GenericAggregation.GenericAggregation method) (Policies.GreedyOracle.GreedyPolicy method) (Policies.Hedge.Hedge method) (Policies.LM_DSEE.LM_DSEE method) (Policies.LearnExp.LearnExp method) (Policies.MEGA.MEGA method) (Policies.Monitored_UCB.Monitored_IndexPolicy method) (Policies.MusicalChair.MusicalChair method) (Policies.MusicalChairNoSensing.MusicalChairNoSensing method) (Policies.OSSB.OSSB method) (Policies.OracleSequentiallyRestartPolicy.OracleSequentiallyRestartPolicy method) (Policies.ProbabilityPursuit.ProbabilityPursuit method) (Policies.SIC_MMAB.SIC_MMAB method) (Policies.SWA.SWA method) (Policies.SWA.wSWA method) (Policies.SWHash_UCB.SWHash_IndexPolicy method) (Policies.SlidingWindowRestart.SWR_UCB method) (Policies.SlidingWindowRestart.SWR_UCBalpha method) (Policies.SlidingWindowRestart.SWR_klUCB method) (Policies.SlidingWindowRestart.SlidingWindowRestart method) (Policies.SlidingWindowUCB.SWUCB method) (Policies.TakeFixedArm.TakeFixedArm method) (Policies.TrekkingTSN.TrekkingTSN method) (Policies.TsallisInf.TsallisInf method) (Policies.UCBV.UCBV method) (Policies.UCBdagger.UCBdagger method) (Policies.Uniform.Uniform method) (Policies.WrapRange.WrapRange method) (PoliciesMultiPlayers.ALOHA.oneALOHA method) (PoliciesMultiPlayers.BaseCentralizedPolicy.BaseCentralizedPolicy method) (PoliciesMultiPlayers.CentralizedCycling.Cycling method) (PoliciesMultiPlayers.CentralizedFixed.Fixed method) (PoliciesMultiPlayers.ChildPointer.ChildPointer method) (PoliciesMultiPlayers.EstimateM.oneEstimateM method) (PoliciesMultiPlayers.OracleFair.CyclingBest method) (PoliciesMultiPlayers.OracleNotFair.Fixed method) (PoliciesMultiPlayers.RandTopM.oneRandTopM method) (PoliciesMultiPlayers.RandTopMEst.oneRandTopMEst method) (PoliciesMultiPlayers.rhoEst.oneRhoEst method) (PoliciesMultiPlayers.rhoLearn.oneRhoLearn method) (PoliciesMultiPlayers.rhoLearnExp3.oneRhoLearnExp3 method) (PoliciesMultiPlayers.rhoRandALOHA.oneRhoRandALOHA method) (PoliciesMultiPlayers.rhoRandSticky.oneRhoRandSticky method) getRewards() (Environment.Evaluator.Evaluator method) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) getRewardsSquared() (Environment.Evaluator.Evaluator method) getRunningTimes() (Environment.Evaluator.Evaluator method) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) getSecondRegretTerm() (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) (Environment.EvaluatorSparseMultiPlayers.EvaluatorSparseMultiPlayers method) getSTDRegret() (Environment.Evaluator.Evaluator method) getThirdRegretTerm() (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) (Environment.EvaluatorSparseMultiPlayers.EvaluatorSparseMultiPlayers method) GLR_IndexPolicy (class in Policies.GLR_UCB) GLR_IndexPolicy_WithDeterministicExploration (class in Policies.GLR_UCB) GLR_IndexPolicy_WithTracking (class in Policies.GLR_UCB) goods (Policies.SparseklUCB.SparseklUCB attribute) (Policies.SparseUCB.SparseUCB attribute) (Policies.SparseWrapper.SparseWrapper attribute) GreedyOracle (class in Policies.GreedyOracle) GreedyPolicy (class in Policies.GreedyOracle) gumbel_perturbation() (in module Policies.RandomizedIndexPolicy)

H

H (Policies.Exp3R.DriftDetection_IndexPolicy attribute) handleCollision() (Policies.Aggregator.Aggregator method) (Policies.BESA.BESA method) (Policies.MEGA.MEGA method) (Policies.MusicalChair.MusicalChair method) (Policies.MusicalChairNoSensing.MusicalChairNoSensing method) (Policies.OSSB.OSSB method) (Policies.SIC_MMAB.SIC_MMAB method) (Policies.TrekkingTSN.TrekkingTSN method) (PoliciesMultiPlayers.ALOHA.oneALOHA method) (PoliciesMultiPlayers.ChildPointer.ChildPointer method) (PoliciesMultiPlayers.EstimateM.oneEstimateM method) (PoliciesMultiPlayers.RandTopM.oneRandTopM method) (PoliciesMultiPlayers.RandTopMEst.oneRandTopMEst method) (PoliciesMultiPlayers.rhoCentralized.oneRhoCentralized method) (PoliciesMultiPlayers.rhoEst.oneRhoEst method) (PoliciesMultiPlayers.rhoLearn.oneRhoLearn method) (PoliciesMultiPlayers.rhoLearnExp3.oneRhoLearnExp3 method) (PoliciesMultiPlayers.rhoRand.oneRhoRand method) (PoliciesMultiPlayers.rhoRandALOHA.oneRhoRandALOHA method) (PoliciesMultiPlayers.rhoRandRand.oneRhoRandRand method) (PoliciesMultiPlayers.rhoRandRotating.oneRhoRandRotating method) (PoliciesMultiPlayers.rhoRandSticky.oneRhoRandSticky method) has_absorbing_child_whole_subtree() (complete_tree_exploration_for_MP_bandits.State method) has_Notify (in module Environment.notify) Hedge (class in Policies.Hedge) HedgeDecreasing (class in Policies.Hedge) HedgeWithHorizon (class in Policies.Hedge) hellinger_distance() (in module Policies.UCBoost) history_of_plays (Policies.AdSwitchNew.AdSwitchNew attribute) HLS (in module Environment.plotsettings) hoifactor() (Environment.MAB.ChangingAtEachRepMAB method) (Environment.MAB.MAB method) horizon (Environment.Evaluator.Evaluator attribute) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers attribute) HORIZON (in module configuration) (in module configuration_comparing_aggregation_algorithms) (in module configuration_comparing_doubling_algorithms) (in module configuration_markovian) (in module configuration_multiplayers) (in module configuration_multiplayers_nonstationary) (in module configuration_multiplayers_with_aggregation) (in module configuration_nonstationary) (in module configuration_sparse) (in module configuration_sparse_multiplayers) (in module example_of_configuration_multiplayers) (in module example_of_configuration_singleplayer)

horizon (Policies.AdBandits.AdBandits attribute) (Policies.AdSwitch.AdSwitch attribute) (Policies.AdSwitchNew.AdSwitchNew attribute) (Policies.Aggregator.Aggregator attribute) (Policies.ApproximatedFHGittins.ApproximatedFHGittins attribute) (Policies.BESA.BESA attribute) (Policies.DoublingTrickWrapper.DoublingTrickWrapper attribute) (Policies.EpsilonGreedy.EpsilonFirst attribute) (Policies.Exp3.Exp3WithHorizon attribute) (Policies.ExploreThenCommit.DeltaUCB attribute) (Policies.ExploreThenCommit.ETC_FixedBudget attribute) (Policies.ExploreThenCommit.ETC_KnownGap attribute) (Policies.ExploreThenCommit.ETC_RandomStop attribute) (Policies.ExploreThenCommit._ETC_RoundRobin_WithStoppingCriteria attribute) (Policies.GLR_UCB.GLR_IndexPolicy attribute) (Policies.GLR_UCB.SubGaussianGLR_IndexPolicy attribute) (Policies.Hedge.HedgeWithHorizon attribute) (Policies.MOSSH.MOSSH attribute) (Policies.MusicalChairNoSensing.MusicalChairNoSensing attribute) (Policies.OCUCBH.OCUCBH attribute) (Policies.SIC_MMAB.SIC_MMAB attribute) (Policies.Softmax.SoftmaxWithHorizon attribute) (Policies.UCBH.UCBH attribute) (Policies.UCBdagger.UCBdagger attribute) (Policies.UCBimproved.UCBimproved attribute) (Policies.klUCBH.klUCBH attribute) (Policies.klUCBHPlus.klUCBHPlus attribute) (Policies.klUCBPlusPlus.klUCBPlusPlus attribute) (Policies.klUCBswitch.klUCBswitch attribute)

I

ICON_PATH (in module Environment.notify) IMED (class in Policies.IMED) IncreasingMAB (class in Environment.MAB) index (Policies.Aggregator.Aggregator attribute) (Policies.BaseWrapperPolicy.BaseWrapperPolicy attribute) (Policies.IndexPolicy.IndexPolicy attribute) (Policies.WrapRange.WrapRange attribute) indexes_bestarm (Environment.Result.Result attribute) IndexPolicy (class in Policies.IndexPolicy) initialisation (Policies.OSSB.Phase attribute) InitialPhase (Policies.MusicalChair.State attribute) (Policies.MusicalChairNoSensing.State attribute) int_rank (Policies.SIC_MMAB.SIC_MMAB attribute) inverse_exponent (Policies.TsallisInf.TsallisInf attribute) inverse_permutation() (in module Policies.BESA) is_a_true_number() (in module Policies.UCBoost) is_absorbing() (complete_tree_exploration_for_MP_bandits.State method) (complete_tree_exploration_for_MP_bandits.StateWithMemory method)

is_accessible() (Environment.pykov.Chain method) isChangingAtEachRepetition (Environment.MAB.ChangingAtEachRepMAB attribute) (Environment.MAB.MAB attribute) (Environment.MAB.MarkovianMAB attribute) (Environment.MAB.NonStationaryMAB attribute) (Environment.MAB.PieceWiseStationaryMAB attribute) isDynamic (Environment.MAB.ChangingAtEachRepMAB attribute) (Environment.MAB.IncreasingMAB attribute) (Environment.MAB.MAB attribute) (Environment.MAB.MarkovianMAB attribute) (Environment.MAB.NonStationaryMAB attribute) (Environment.MAB.PieceWiseStationaryMAB attribute) isMarkovian (Environment.MAB.ChangingAtEachRepMAB attribute) (Environment.MAB.MAB attribute) (Environment.MAB.MarkovianMAB attribute) (Environment.MAB.NonStationaryMAB attribute) (Environment.MAB.PieceWiseStationaryMAB attribute) ISSORTED (in module configuration_sparse)

J

jit() (in module Arms.usenumba) (in module Environment.usenumba) (in module Policies.usenumba)

joint (Policies.GLR_UCB.SubGaussianGLR_IndexPolicy attribute)

K

K (complete_tree_exploration_for_MP_bandits.State attribute) k (Policies.Posterior.Gamma.Gamma attribute) keep_the_same_rank (PoliciesMultiPlayers.rhoCentralized.oneRhoCentralized attribute) kemeny_constant() (Environment.pykov.Chain method) kendalltau() (in module Environment.sortedDistance) Ki_function() (in module Policies.UCBdagger) Ki_vectorized() (in module Policies.UCBdagger) kl (Policies.DMED.DMED attribute) (Policies.GLR_UCB.GLR_IndexPolicy attribute) kl() (Arms.Arm.Arm static method) (Arms.Bernoulli.Bernoulli static method) (Arms.Binomial.Binomial method) (Arms.Constant.Constant static method) (Arms.DiscreteArm.DiscreteArm static method) (Arms.Exponential.Exponential static method) (Arms.Gamma.Gamma method) (Arms.Gaussian.Gaussian method) (Arms.Poisson.Poisson static method) (Arms.UniformArm.UniformArm static method) klBern() (in module Arms.kullback) (in module Policies.GLR_UCB) (in module Policies.kullback) klBin() (in module Arms.kullback) (in module Policies.kullback) KLempUCB (class in Policies.Experimentals.KLempUCB) klExp() (in module Arms.kullback) (in module Policies.kullback) klGamma() (in module Arms.kullback) (in module Policies.kullback) klGauss() (in module Arms.kullback) (in module Policies.GLR_UCB) (in module Policies.kullback) klGauss_vect() (in module Policies.OSSB) kllcb() (in module Arms.kullback) (in module Policies.kullback) kllcbBern() (in module Arms.kullback) (in module Policies.kullback) kllcbExp() (in module Arms.kullback) (in module Policies.kullback) kllcbGauss() (in module Arms.kullback) (in module Policies.kullback) kllcbPoisson() (in module Arms.kullback) (in module Policies.kullback) klNegBin() (in module Arms.kullback) (in module Policies.kullback)

klPoisson() (in module Arms.kullback) (in module Policies.kullback) klUCB (class in Policies.klUCB) klucb (Policies.DiscountedUCB.DiscountedklUCB attribute) (Policies.SIC_MMAB.SIC_MMAB_klUCB attribute) (Policies.SlidingWindowUCB.SWklUCB attribute) (Policies.klUCB.klUCB attribute) klucb() (in module Arms.kullback) (in module Policies.kullback) (in module configuration) (in module configuration_comparing_doubling_algorithms) (in module configuration_markovian) (in module configuration_multiplayers_nonstationary) (in module configuration_nonstationary) klUCB_forGLR (class in Policies.klUCB_forGLR) klucb_index() (in module Policies.klUCBswitch) klucb_mapping (in module Policies) klucb_vect (Policies.klUCB.klUCB attribute) klucbBern() (in module Arms.kullback) (in module Policies.kullback) klucbExp() (in module Arms.kullback) (in module Policies.kullback) klucbGamma() (in module Arms.kullback) (in module Policies.kullback) (in module configuration_comparing_aggregation_algorithms) (in module configuration_sparse) klucbGauss() (in module Arms.kullback) (in module Policies.kullback) (in module configuration_comparing_aggregation_algorithms) (in module configuration_sparse) klUCBH (class in Policies.klUCBH) klUCBHPlus (class in Policies.klUCBHPlus) klUCBlog10 (class in Policies.Experimentals.klUCBlog10) klUCBloglog (class in Policies.klUCBloglog) klUCBloglog10 (class in Policies.Experimentals.klUCBloglog10) klUCBloglog_forGLR (class in Policies.klUCBloglog_forGLR) klUCBPlus (class in Policies.klUCBPlus) klucbplus_index() (in module Policies.klUCBswitch) klUCBPlusPlus (class in Policies.klUCBPlusPlus) klucbPoisson() (in module Arms.kullback) (in module Policies.kullback) klUCBswitch (class in Policies.klUCBswitch) klUCBswitchAnytime (class in Policies.klUCBswitch) kullback_leibler_distance_lowerbound() (in module Policies.UCBoost) kullback_leibler_distance_on_mean() (in module Policies.UCBoost)

L

l (Policies.LM_DSEE.LM_DSEE attribute) L0 (in module Environment.MAB) LAMBDA (in module Policies.CD_UCB) (in module Policies.CUSUM_UCB) (in module Policies.SWHash_UCB) last_action (Policies.SIC_MMAB.SIC_MMAB attribute) last_choice (Policies.CORRAL.CORRAL attribute) (Policies.GenericAggregation.GenericAggregation attribute) (Policies.LearnExp.LearnExp attribute) (Policies.TrekkingTSN.TrekkingTSN attribute) last_choices (Policies.SlidingWindowUCB.SWUCB attribute) last_pulls (Policies.CD_UCB.CD_IndexPolicy attribute) (Policies.Monitored_UCB.Monitored_IndexPolicy attribute) (Policies.OracleSequentiallyRestartPolicy.OracleSequentiallyRestartPolicy attribute) (Policies.SlidingWindowRestart.SWR_UCB attribute) (Policies.SlidingWindowRestart.SWR_UCBalpha attribute) (Policies.SlidingWindowRestart.SWR_klUCB attribute) (Policies.SlidingWindowRestart.SlidingWindowRestart attribute) last_restart_time (Policies.AdSwitch.AdSwitch attribute) last_restart_times (Policies.CD_UCB.CD_IndexPolicy attribute) (Policies.Monitored_UCB.Monitored_IndexPolicy attribute) last_rewards (Policies.SlidingWindowRestart.SlidingWindowRestart attribute) (Policies.SlidingWindowRestart.SWR_UCB attribute) (Policies.SlidingWindowRestart.SWR_UCBalpha attribute) (Policies.SlidingWindowRestart.SWR_klUCB attribute) (Policies.SlidingWindowUCB.SWUCB attribute) last_term_operator_LT() (in module Policies.DoublingTrickWrapper) last_update_time_tau (Policies.Monitored_UCB.Monitored_IndexPolicy attribute) last_used_di_pi_si (Policies.AdSwitch.AdSwitch attribute) last_w_rewards (Policies.Monitored_UCB.Monitored_IndexPolicy attribute) last_was_successful (Policies.TrekkingTSN.TrekkingTSN attribute) lastCumCollisions (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers attribute) lastCumRewards (Environment.Evaluator.Evaluator attribute) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers attribute) lastPulls (Environment.Evaluator.Evaluator attribute) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers attribute) LAZY_DETECT_CHANGE_ONLY_X_STEPS (in module Policies.CD_UCB) (in module Policies.CUSUM_UCB) (in module Policies.GLR_UCB) lazy_detect_change_only_x_steps (Policies.CD_UCB.CD_IndexPolicy attribute) LAZY_TRY_VALUE_S_ONLY_X_STEPS (in module Policies.CD_UCB) (in module Policies.GLR_UCB) lazy_try_value_s_only_x_steps (Policies.CD_UCB.UCBLCB_IndexPolicy attribute) (Policies.GLR_UCB.GLR_IndexPolicy attribute) (Policies.GLR_UCB.SubGaussianGLR_IndexPolicy attribute) LearnExp (class in Policies.LearnExp) LEARNING_RATE (in module configuration) (in module configuration_sparse) learningRate (Policies.Aggregator.Aggregator attribute) legend() (in module Environment.plotsettings)

length_exploitation_phase() (Policies.LM_DSEE.LM_DSEE method) length_exploration_phase() (Policies.LM_DSEE.LM_DSEE method) length_of_current_phase (Policies.AdSwitch.AdSwitch attribute) (Policies.LM_DSEE.LM_DSEE attribute) list_from_str() (in module Arms) listOfMeans (Environment.MAB.PieceWiseStationaryMAB attribute) LM_DSEE (class in Policies.LM_DSEE) lmbda (Policies.Posterior.Gamma.Gamma attribute) (Policies.SWHash_UCB.SWHash_IndexPolicy attribute) load_icon() (in module Environment.notify) loadfromdisk() (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) lock_channel (Policies.TrekkingTSN.TrekkingTSN attribute) log_bar() (in module Policies.UCBdagger) log_Barrier_OMB() (in module Policies.CORRAL) logplus() (in module Policies.klUCBPlusPlus) (in module Policies.klUCBswitch) losses (Policies.CORRAL.CORRAL attribute) (Policies.Exp3PlusPlus.Exp3PlusPlus attribute) lower (Arms.Arm.Arm attribute) (Arms.Constant.Constant attribute) (Arms.UniformArm.UniformArm attribute) LOWER (in module configuration) (in module configuration_comparing_aggregation_algorithms) lower (in module configuration_comparing_doubling_algorithms) LOWER (in module configuration_multiplayers) (in module configuration_multiplayers_nonstationary) (in module configuration_multiplayers_with_aggregation) (in module configuration_nonstationary) (in module configuration_sparse) (in module example_of_configuration_multiplayers) (in module example_of_configuration_singleplayer) lower (Policies.Aggregator.Aggregator attribute) (Policies.BasePolicy.BasePolicy attribute) (Policies.CORRAL.CORRAL attribute) (Policies.GenericAggregation.GenericAggregation attribute) (Policies.LearnExp.LearnExp attribute) lower_amplitude (Arms.Arm.Arm attribute) (Arms.Bernoulli.Bernoulli attribute) (Arms.Binomial.Binomial attribute) (Arms.DiscreteArm.DiscreteArm attribute) (Arms.Exponential.Exponential attribute) (Arms.Gamma.Gamma attribute) (Arms.Gaussian.Gaussian attribute) lowerbound() (Environment.MAB.ChangingAtEachRepMAB method) (Environment.MAB.MAB method) lowerbound_multiplayers() (Environment.MAB.ChangingAtEachRepMAB method) (Environment.MAB.MAB method) lowerbound_on_sequence_length() (in module configuration_nonstationary) lowerbound_sparse() (Environment.MAB.MAB method) LOWERNONZERO (in module configuration_sparse)

M

M (complete_tree_exploration_for_MP_bandits.State attribute) m (Policies.ApproximatedFHGittins.ApproximatedFHGittins attribute) M (Policies.CUSUM_UCB.CUSUM_IndexPolicy attribute) MAB (class in Environment.MAB) main() (in module complete_tree_exploration_for_MP_bandits) (in module env_client) (in module policy_server) make_generic_continuous_feedback() (in module PoliciesMultiPlayers.rhoLearnExp3) make_generic_ternary_feedback() (in module PoliciesMultiPlayers.rhoLearnExp3) make_tnext_beta() (in module PoliciesMultiPlayers.ALOHA) make_tnext_log_scaling() (in module PoliciesMultiPlayers.ALOHA) makemarkers() (in module Environment.plotsettings) manhattan() (in module Environment.sortedDistance) map_perturbation_str_to_function (in module Policies.RandomizedIndexPolicy) MarkovianMAB (class in Environment.MAB) Matrix (class in Environment.pykov) max (Arms.Arm.Arm attribute) (Arms.Gamma.Gamma attribute) (Arms.Gaussian.Gaussian attribute) max_m (Policies.UCBimproved.UCBimproved attribute) max_nb_of_exploration (Policies.UCBimproved.UCBimproved attribute) MAX_NB_OF_LABELS (in module Environment.plotsettings) MAX_NB_OF_TRIALS (in module Policies.DoublingTrickWrapper) max_nb_random_events (Policies.GLR_UCB.GLR_IndexPolicy attribute) (Policies.GLR_UCB.SubGaussianGLR_IndexPolicy attribute) max_t (Policies.ExploreThenCommit.ETC_FixedBudget attribute) (Policies.ExploreThenCommit.ETC_KnownGap attribute) maxArm (Environment.MAB.ChangingAtEachRepMAB attribute) (Environment.MAB.MAB attribute) (Environment.MAB.MarkovianMAB attribute) (Environment.MAB.PieceWiseStationaryMAB attribute) maxCumRewards (Environment.Evaluator.Evaluator attribute) maxEV() (in module Arms.kullback) (in module Policies.kullback) MAXI (in module configuration_comparing_aggregation_algorithms) (in module configuration_sparse) maximizeWindow() (in module Environment.plotsettings) maximum_likelihood_probabilities() (in module Environment.pykov) MAXNBOFLABELINFIGURE (in module Environment.plotsettings) maxRank (PoliciesMultiPlayers.RandTopM.oneRandTopM attribute) (PoliciesMultiPlayers.RandTopM.RandTopM attribute) (PoliciesMultiPlayers.rhoCentralized.oneRhoCentralized attribute) (PoliciesMultiPlayers.rhoCentralized.rhoCentralized attribute) (PoliciesMultiPlayers.rhoLearn.oneRhoLearn attribute) (PoliciesMultiPlayers.rhoLearn.rhoLearn attribute) (PoliciesMultiPlayers.rhoLearnExp3.oneRhoLearnExp3 attribute) (PoliciesMultiPlayers.rhoLearnExp3.rhoLearnExp3 attribute) (PoliciesMultiPlayers.rhoRand.oneRhoRand attribute) (PoliciesMultiPlayers.rhoRand.rhoRand attribute) (PoliciesMultiPlayers.rhoRandALOHA.oneRhoRandALOHA attribute) (PoliciesMultiPlayers.rhoRandALOHA.rhoRandALOHA attribute) (PoliciesMultiPlayers.rhoRandRand.oneRhoRandRand attribute) (PoliciesMultiPlayers.rhoRandRand.rhoRandRand attribute) (PoliciesMultiPlayers.rhoRandRotating.oneRhoRandRotating attribute) (PoliciesMultiPlayers.rhoRandRotating.rhoRandRotating attribute) (PoliciesMultiPlayers.rhoRandSticky.oneRhoRandSticky attribute) (PoliciesMultiPlayers.rhoRandSticky.rhoRandSticky attribute) maxReward (Policies.Experimentals.KLempUCB.KLempUCB attribute) Mbest() (Environment.MAB.ChangingAtEachRepMAB method) (Environment.MAB.MAB method) (PoliciesMultiPlayers.RandTopM.oneRandTopM method) MCTopM (class in PoliciesMultiPlayers.RandTopM) MCTopM_KLUCB_U() (in module complete_tree_exploration_for_MP_bandits) MCTopM_KLUCB_Ubar() (in module complete_tree_exploration_for_MP_bandits) MCTopM_KLUCB_Utilde() (in module complete_tree_exploration_for_MP_bandits) MCTopM_RandomNewChosenArm() (in module complete_tree_exploration_for_MP_bandits) MCTopM_UCB_U() (in module complete_tree_exploration_for_MP_bandits) MCTopM_UCB_Ubar() (in module complete_tree_exploration_for_MP_bandits) MCTopM_UCB_Utilde() (in module complete_tree_exploration_for_MP_bandits) MCTopMCautious (class in PoliciesMultiPlayers.RandTopM) MCTopMEst (class in PoliciesMultiPlayers.RandTopMEst) MCTopMEstPlus (class in PoliciesMultiPlayers.RandTopMEst) MCTopMExtraCautious (class in PoliciesMultiPlayers.RandTopM) MCTopMOld (class in PoliciesMultiPlayers.RandTopM) mean (Arms.Bernoulli.Bernoulli attribute) (Arms.Binomial.Binomial attribute) (Arms.Constant.Constant attribute) (Arms.DiscreteArm.DiscreteArm attribute) (Arms.Exponential.Exponential attribute) (Arms.Gamma.Gamma attribute) (Arms.Gaussian.Gaussian attribute) (Arms.Poisson.Poisson attribute) (Arms.UniformArm.UniformArm attribute)

mean() (Policies.Posterior.Beta.Beta method) (Policies.Posterior.Gamma.Gamma method) (Policies.Posterior.Gauss.Gauss method) (Policies.Posterior.Posterior.Posterior method) mean_fairness() (in module Environment.fairnessMeasures) meanDistance() (in module Environment.sortedDistance) meanRewards (Policies.MEGA.MEGA attribute) means (Environment.MAB.ChangingAtEachRepMAB attribute) (Environment.MAB.MAB attribute) (Environment.MAB.MarkovianMAB attribute) (Environment.MAB.PieceWiseStationaryMAB attribute) MEANS (in module configuration) (in module configuration_multiplayers) (in module configuration_multiplayers_nonstationary) (in module configuration_multiplayers_with_aggregation) (in module configuration_nonstationary) (in module configuration_sparse) (in module configuration_sparse_multiplayers) (in module example_of_configuration_multiplayers) (in module example_of_configuration_singleplayer) MEGA (class in Policies.MEGA) memories (complete_tree_exploration_for_MP_bandits.StateWithMemory attribute) memory_consumption (Environment.Result.Result attribute) (Environment.ResultMultiPlayers.ResultMultiPlayers attribute) memoryConsumption (Environment.Evaluator.Evaluator attribute) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers attribute) mfpt_to() (Environment.pykov.Chain method) min (Arms.Arm.Arm attribute) (Arms.Gamma.Gamma attribute) (Arms.Gaussian.Gaussian attribute) MIN_NUMBER_OF_OBSERVATION_BETWEEN_CHANGE_POINT (in module Policies.CD_UCB) (in module Policies.CUSUM_UCB) min_number_of_pulls_to_test_change (Policies.Exp3R.DriftDetection_IndexPolicy attribute) min_solutions_pb_from_epsilon() (in module Policies.UCBoost) minArm (Environment.MAB.ChangingAtEachRepMAB attribute) (Environment.MAB.MAB attribute) (Environment.MAB.MarkovianMAB attribute) (Environment.MAB.PieceWiseStationaryMAB attribute) minCumRewards (Environment.Evaluator.Evaluator attribute) MINI (in module configuration_comparing_aggregation_algorithms) (in module configuration_sparse) minPullsOfEachArm (Policies.BESA.BESA attribute) mixing_time() (Environment.pykov.Chain method) mo_walrand_fairness() (in module Environment.fairnessMeasures) monitor (Environment.usetqdm.tqdm attribute) monitor_interval (Environment.usetqdm.tqdm attribute) Monitored_IndexPolicy (class in Policies.Monitored_UCB) monthyear (in module Environment.plotsettings) MORE_ACCURATE (in module Environment.Evaluator) (in module Environment.EvaluatorMultiPlayers) (in module Environment.EvaluatorSparseMultiPlayers) moreAccurate (Environment.Evaluator.Evaluator attribute) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers attribute) MOSS (class in Policies.MOSS) moss_index() (in module Policies.klUCBswitch) MOSSAnytime (class in Policies.MOSSAnytime) MOSSExperimental (class in Policies.MOSSExperimental) MOSSH (class in Policies.MOSSH) mossplus_index() (in module Policies.klUCBswitch) mother (PoliciesMultiPlayers.ChildPointer.ChildPointer attribute) move() (Environment.pykov.Chain method) moveto() (Environment.usetqdm.tqdm method) mu (Arms.Gaussian.Gaussian attribute) (Policies.Posterior.Gauss.Gauss attribute) mu_hat_s_t() (Policies.AdSwitchNew.AdSwitchNew method) mu_tilde_of_l (Policies.AdSwitchNew.AdSwitchNew attribute) MusicalChair (class in Policies.MusicalChair) (Policies.MusicalChair.State attribute) (Policies.MusicalChairNoSensing.State attribute) MusicalChairNoSensing (class in Policies.MusicalChairNoSensing) Mworst() (Environment.MAB.ChangingAtEachRepMAB method) (Environment.MAB.MAB method) mybool() (in module complete_tree_exploration_for_MP_bandits) mymean() (in module Policies.AdSwitch) (in module Policies.AdSwitchNew) myviolinplot() (in module Environment.plotsettings)

N

N (complete_tree_exploration_for_MP_bandits.State attribute) (Policies.Posterior.Beta.Beta attribute) (Policies.Posterior.DiscountedBeta.DiscountedBeta attribute) N_JOBS (in module configuration) (in module configuration_comparing_aggregation_algorithms) (in module configuration_comparing_doubling_algorithms) (in module configuration_markovian) (in module configuration_multiplayers) (in module configuration_multiplayers_nonstationary) (in module configuration_multiplayers_with_aggregation) (in module configuration_nonstationary) (in module configuration_sparse) (in module configuration_sparse_multiplayers) (in module example_of_configuration_multiplayers) (in module example_of_configuration_singleplayer) n_m() (in module Policies.UCBimproved) n_s_t() (Policies.AdSwitchNew.AdSwitchNew method) NB_ARMS (in module configuration) (in module configuration_comparing_aggregation_algorithms) (in module configuration_comparing_doubling_algorithms) (in module configuration_multiplayers) (in module configuration_multiplayers_nonstationary) (in module configuration_multiplayers_with_aggregation) (in module configuration_nonstationary) (in module configuration_sparse) (in module configuration_sparse_multiplayers) (in module example_of_configuration_multiplayers) (in module example_of_configuration_singleplayer) nb_bestArms (PoliciesMultiPlayers.OracleFair.CyclingBest attribute) nb_break_points (Environment.Evaluator.Evaluator attribute) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers attribute) NB_BREAK_POINTS (in module configuration) (in module configuration_multiplayers_nonstationary) (in module configuration_nonstationary) nb_break_points (in module Environment.Evaluator) (in module Environment.EvaluatorMultiPlayers) NB_PLAYERS (in module configuration_multiplayers) (in module configuration_multiplayers_nonstationary) (in module configuration_multiplayers_with_aggregation) (in module configuration_sparse_multiplayers) (in module example_of_configuration_multiplayers) NB_RANDOM_EVENTS (in module configuration_comparing_aggregation_algorithms) (in module configuration_sparse) nbArms (Environment.MAB.ChangingAtEachRepMAB attribute) (Environment.MAB.MAB attribute) (Environment.MAB.MarkovianMAB attribute) (Environment.MAB.NonStationaryMAB attribute) (Environment.MAB.PieceWiseStationaryMAB attribute) (Policies.Aggregator.Aggregator attribute) (Policies.BasePolicy.BasePolicy attribute) (Policies.CORRAL.CORRAL attribute) (Policies.GenericAggregation.GenericAggregation attribute) (Policies.LearnExp.LearnExp attribute) (Policies.MusicalChairNoSensing.MusicalChairNoSensing attribute) (Policies.TakeFixedArm.TakeFixedArm attribute) (Policies.TakeRandomFixedArm.TakeRandomFixedArm attribute) (Policies.Uniform.Uniform attribute) (Policies.UniformOnSome.UniformOnSome attribute) (PoliciesMultiPlayers.ALOHA.ALOHA attribute) (PoliciesMultiPlayers.CentralizedCycling.CentralizedCycling attribute) (PoliciesMultiPlayers.CentralizedCycling.Cycling attribute) (PoliciesMultiPlayers.CentralizedFixed.CentralizedFixed attribute) (PoliciesMultiPlayers.CentralizedFixed.Fixed attribute) (PoliciesMultiPlayers.CentralizedMultiplePlay.CentralizedMultiplePlay attribute) (PoliciesMultiPlayers.ChildPointer.ChildPointer attribute) (PoliciesMultiPlayers.EstimateM.EstimateM attribute) (PoliciesMultiPlayers.OracleFair.CyclingBest attribute) (PoliciesMultiPlayers.OracleFair.OracleFair attribute) (PoliciesMultiPlayers.OracleNotFair.Fixed attribute) (PoliciesMultiPlayers.OracleNotFair.OracleNotFair attribute) (PoliciesMultiPlayers.RandTopM.RandTopM attribute) (PoliciesMultiPlayers.RandTopMEst.RandTopMEst attribute) (PoliciesMultiPlayers.RandTopMEst.RandTopMEstPlus attribute) (PoliciesMultiPlayers.Selfish.Selfish attribute) (PoliciesMultiPlayers.rhoCentralized.rhoCentralized attribute) (PoliciesMultiPlayers.rhoEst.rhoEst attribute) (PoliciesMultiPlayers.rhoEst.rhoEstPlus attribute) (PoliciesMultiPlayers.rhoLearn.rhoLearn attribute) (PoliciesMultiPlayers.rhoLearnEst.rhoLearnEst attribute) (PoliciesMultiPlayers.rhoLearnExp3.rhoLearnExp3 attribute) (PoliciesMultiPlayers.rhoRand.rhoRand attribute) (PoliciesMultiPlayers.rhoRandALOHA.rhoRandALOHA attribute) (PoliciesMultiPlayers.rhoRandRand.rhoRandRand attribute) (PoliciesMultiPlayers.rhoRandRotating.rhoRandRotating attribute) (PoliciesMultiPlayers.rhoRandSticky.rhoRandSticky attribute) (in module configuration) (in module configuration_markovian) (in module configuration_multiplayers) (in module configuration_multiplayers_nonstationary) (in module configuration_multiplayers_with_aggregation) (in module configuration_nonstationary) (in module configuration_sparse_multiplayers) (in module example_of_configuration_multiplayers) (in module example_of_configuration_singleplayer)

nbChildren (Policies.Aggregator.Aggregator attribute) nbCollision (Policies.MusicalChair.MusicalChair attribute) nbObservations (Policies.MusicalChair.MusicalChair attribute) (Policies.MusicalChairNoSensing.MusicalChairNoSensing attribute) (Policies.TrekkingTSN.TrekkingTSN attribute) nbPlayers (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers attribute) (Policies.MusicalChair.MusicalChair attribute) (Policies.MusicalChairNoSensing.MusicalChairNoSensing attribute) (Policies.SIC_MMAB.SIC_MMAB attribute) (PoliciesMultiPlayers.ALOHA.ALOHA attribute) (PoliciesMultiPlayers.ALOHA.oneALOHA attribute) (PoliciesMultiPlayers.CentralizedCycling.CentralizedCycling attribute) (PoliciesMultiPlayers.CentralizedFixed.CentralizedFixed attribute) (PoliciesMultiPlayers.CentralizedMultiplePlay.CentralizedMultiplePlay attribute) (PoliciesMultiPlayers.EstimateM.EstimateM attribute) (PoliciesMultiPlayers.OracleFair.OracleFair attribute) (PoliciesMultiPlayers.OracleNotFair.OracleNotFair attribute) (PoliciesMultiPlayers.RandTopM.RandTopM attribute) (PoliciesMultiPlayers.RandTopMEst.RandTopMEst attribute) (PoliciesMultiPlayers.RandTopMEst.RandTopMEstPlus attribute) (PoliciesMultiPlayers.Selfish.Selfish attribute) (PoliciesMultiPlayers.rhoCentralized.rhoCentralized attribute) (PoliciesMultiPlayers.rhoEst.rhoEst attribute) (PoliciesMultiPlayers.rhoEst.rhoEstPlus attribute) (PoliciesMultiPlayers.rhoLearn.rhoLearn attribute) (PoliciesMultiPlayers.rhoLearnEst.rhoLearnEst attribute) (PoliciesMultiPlayers.rhoLearnExp3.rhoLearnExp3 attribute) (PoliciesMultiPlayers.rhoRand.rhoRand attribute) (PoliciesMultiPlayers.rhoRandALOHA.rhoRandALOHA attribute) (PoliciesMultiPlayers.rhoRandRand.rhoRandRand attribute) (PoliciesMultiPlayers.rhoRandRotating.rhoRandRotating attribute) (PoliciesMultiPlayers.rhoRandSticky.rhoRandSticky attribute) nbPlayersEstimate (PoliciesMultiPlayers.EstimateM.oneEstimateM attribute) (PoliciesMultiPlayers.RandTopMEst.oneRandTopMEst attribute) (PoliciesMultiPlayers.rhoEst.oneRhoEst attribute) nbPolicies (Environment.Evaluator.Evaluator attribute) nbSwitchs (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers attribute) new_episode() (Policies.AdSwitchNew.AdSwitchNew method) new_order_of_arm() (Environment.MAB.MAB method) new_rank() (in module PoliciesMultiPlayers.rhoRandALOHA) newMeans (Environment.MAB.ChangingAtEachRepMAB attribute) (Environment.MAB.NonStationaryMAB attribute) newRandomArms() (Environment.MAB.ChangingAtEachRepMAB method) (Environment.MAB.NonStationaryMAB method) (Environment.MAB.PieceWiseStationaryMAB method) next_horizon__arithmetic() (in module Policies.DoublingTrickWrapper) next_horizon__exponential() (in module Policies.DoublingTrickWrapper) next_horizon__exponential_fast() (in module Policies.DoublingTrickWrapper) next_horizon__exponential_generic() (in module Policies.DoublingTrickWrapper) next_horizon__exponential_slow() (in module Policies.DoublingTrickWrapper) next_horizon__geometric() (in module Policies.DoublingTrickWrapper) next_horizon_name (Policies.DoublingTrickWrapper.DoublingTrickWrapper attribute) nextActions (Policies.DMED.DMED attribute) noCollision() (in module Environment.CollisionModels) non_binary (Policies.BESA.BESA attribute) non_recursive (Policies.BESA.BESA attribute) NonStationaryMAB (class in Environment.MAB) normal_perturbation() (in module Policies.RandomizedIndexPolicy) normalize() (Environment.pykov.Vector method) normalvariate() (in module Policies.Posterior.Gauss) notify() (in module Environment.notify) notify_cli() (in module Environment.notify) notify_gi() (in module Environment.notify) NotStarted (Policies.MusicalChair.State attribute) (Policies.MusicalChairNoSensing.State attribute) (Policies.TrekkingTSN.State attribute) nrows_ncols() (in module Environment.plotsettings) Ntilde (complete_tree_exploration_for_MP_bandits.State attribute) number_of_cp_detections (Environment.Result.Result attribute) number_of_restart (Policies.CD_UCB.CD_IndexPolicy attribute) numberOfCPDetections (Environment.Evaluator.Evaluator attribute)

O

obs (Policies.Experimentals.KLempUCB.KLempUCB attribute) OCUCB (class in Policies.OCUCB) OCUCBH (class in Policies.OCUCBH) offset (Policies.SparseklUCB.SparseklUCB attribute) (Policies.SparseUCB.SparseUCB attribute) (Policies.SparseWrapper.SparseWrapper attribute) (PoliciesMultiPlayers.CentralizedCycling.Cycling attribute) (PoliciesMultiPlayers.OracleFair.CyclingBest attribute) one_Dinf() (Policies.IMED.IMED method) oneALOHA (class in PoliciesMultiPlayers.ALOHA) oneEstimateM (class in PoliciesMultiPlayers.EstimateM) oneHOI() (Arms.Arm.Arm static method) (Arms.Exponential.Exponential method) (Arms.Gamma.Gamma method) (Arms.Gaussian.Gaussian method) oneLR() (Arms.Arm.Arm static method) (Arms.Bernoulli.Bernoulli static method) (Arms.Binomial.Binomial method) (Arms.Constant.Constant static method) (Arms.DiscreteArm.DiscreteArm static method) (Arms.Exponential.Exponential static method) (Arms.Gamma.Gamma method) (Arms.Gaussian.Gaussian method) (Arms.Poisson.Poisson static method) (Arms.UniformArm.UniformArm static method) oneRandTopM (class in PoliciesMultiPlayers.RandTopM) oneRandTopMEst (class in PoliciesMultiPlayers.RandTopMEst) oneRhoCentralized (class in PoliciesMultiPlayers.rhoCentralized) oneRhoEst (class in PoliciesMultiPlayers.rhoEst) oneRhoLearn (class in PoliciesMultiPlayers.rhoLearn) oneRhoLearnEst (class in PoliciesMultiPlayers.rhoLearnEst) oneRhoLearnExp3 (class in PoliciesMultiPlayers.rhoLearnExp3)

oneRhoRand (class in PoliciesMultiPlayers.rhoRand) oneRhoRandALOHA (class in PoliciesMultiPlayers.rhoRandALOHA) oneRhoRandRand (class in PoliciesMultiPlayers.rhoRandRand) oneRhoRandRotating (class in PoliciesMultiPlayers.rhoRandRotating) oneRhoRandSticky (class in PoliciesMultiPlayers.rhoRandSticky) ones() (Environment.pykov.Matrix method) OneScenario1 (class in PoliciesMultiPlayers.Scenario1) ONLYABSORBING (in module complete_tree_exploration_for_MP_bandits) ONLYLEAFS (in module complete_tree_exploration_for_MP_bandits) onlyOneArm (Environment.MAB.NonStationaryMAB attribute) onlyUniqUserGetsReward() (in module Environment.CollisionModels) onlyUniqUserGetsRewardSparse() (in module Environment.CollisionModels) oo (in module complete_tree_exploration_for_MP_bandits) OPTIM_EXIT_IF_WORST_WAS_PICKED (in module PoliciesMultiPlayers.RandTopM) (in module PoliciesMultiPlayers.RandTopMEst) OPTIM_PICK_PREV_WORST_FIRST (in module PoliciesMultiPlayers.RandTopM) (in module PoliciesMultiPlayers.RandTopMEst) OPTIM_PICK_WORST_FIRST (in module PoliciesMultiPlayers.RandTopM) (in module PoliciesMultiPlayers.RandTopMEst) optimal_selection_probabilities() (in module Arms) optimalT0() (in module Policies.MusicalChair) oracle_draw() (Arms.Arm.Arm method) OracleFair (class in PoliciesMultiPlayers.OracleFair) OracleNotFair (class in PoliciesMultiPlayers.OracleNotFair) OracleSequentiallyRestartPolicy (class in Policies.OracleSequentiallyRestartPolicy) orthogonalRanks (PoliciesMultiPlayers.rhoCentralized.rhoCentralized attribute) OSSB (class in Policies.OSSB) OSSB_AutoDecreasingRate (class in Policies.OSSB) OSSB_DecreasingRate (class in Policies.OSSB) OurGaussianGLR_IndexPolicy (class in Policies.GLR_UCB) OurGaussianGLR_IndexPolicy_WithDeterministicExploration (class in Policies.GLR_UCB) OurGaussianGLR_IndexPolicy_WithTracking (class in Policies.GLR_UCB)

P

p (Arms.Exponential.Exponential attribute) (Arms.Poisson.Poisson attribute) (Policies.MEGA.MEGA attribute) (PoliciesMultiPlayers.ALOHA.oneALOHA attribute) (PoliciesMultiPlayers.rhoRandALOHA.oneRhoRandALOHA attribute) P0 (in module PoliciesMultiPlayers.rhoRandALOHA) p0 (Policies.MEGA.MEGA attribute) (PoliciesMultiPlayers.ALOHA.oneALOHA attribute) (PoliciesMultiPlayers.rhoRandALOHA.oneRhoRandALOHA attribute) (PoliciesMultiPlayers.rhoRandALOHA.rhoRandALOHA attribute) palette() (in module Environment.plotsettings) pandas() (Environment.usetqdm.tqdm class method) Parallel (class in Environment.usejoblib) parameter_ell() (in module Policies.LM_DSEE) parameter_g() (in module Policies.MusicalChairNoSensing) PENALTY (in module PoliciesMultiPlayers.Selfish) penalty (PoliciesMultiPlayers.Selfish.Selfish attribute) PER_ARM_RESTART (in module Policies.CD_UCB) (in module Policies.CUSUM_UCB) (in module Policies.GLR_UCB) (in module Policies.Monitored_UCB) (in module Policies.OracleSequentiallyRestartPolicy) perturbation (Policies.RandomizedIndexPolicy.RandomizedIndexPolicy attribute) perturbation_name (Policies.RandomizedIndexPolicy.RandomizedIndexPolicy attribute) perturbation_scale (Policies.PHE.PHE attribute) Phase (class in Policies.AdSwitch) (class in Policies.OSSB) (class in Policies.SparseUCB) (class in Policies.SparseWrapper) (class in Policies.SparseklUCB) phase (Policies.AdSwitch.AdSwitch attribute) (Policies.LM_DSEE.LM_DSEE attribute) (Policies.OSSB.OSSB attribute) (Policies.SIC_MMAB.SIC_MMAB attribute) (Policies.SparseUCB.SparseUCB attribute) (Policies.SparseWrapper.SparseWrapper attribute) (Policies.SparseklUCB.SparseklUCB attribute) PHE (class in Policies.PHE) phi() (in module Policies.klUCBswitch) PHT_IndexPolicy (class in Policies.CUSUM_UCB) PICKLE_IT (in module Environment.EvaluatorSparseMultiPlayers) pickPrevWorstFirst (PoliciesMultiPlayers.RandTopM.RandTopM attribute) (PoliciesMultiPlayers.RandTopMEst.RandTopMEst attribute) (PoliciesMultiPlayers.RandTopMEst.RandTopMEstPlus attribute) pickWorstFirst (PoliciesMultiPlayers.RandTopM.RandTopM attribute) (PoliciesMultiPlayers.RandTopMEst.RandTopMEst attribute) (PoliciesMultiPlayers.RandTopMEst.RandTopMEstPlus attribute) PieceWiseStationaryMAB (class in Environment.MAB) play() (in module Environment.MAB_rotting) player (PoliciesMultiPlayers.CentralizedMultiplePlay.CentralizedMultiplePlay attribute) playerId (PoliciesMultiPlayers.ChildPointer.ChildPointer attribute) players (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers attribute) PLOT_DIR (in module complete_tree_exploration_for_MP_bandits) plot_doubling_sequences() (in module Policies.DoublingTrickWrapper) plot_lowerbound (Environment.Evaluator.Evaluator attribute) (in module Environment.Evaluator) plot_lowerbounds (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers attribute) (in module Environment.EvaluatorMultiPlayers) plot_quality_first_upper_bound() (in module Policies.DoublingTrickWrapper) plotAllPulls() (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) plotBestArmPulls() (Environment.Evaluator.Evaluator method) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) plotComparison_our_anandkumar() (Environment.MAB.MAB method) plotFairness() (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) plotFreeTransmissions() (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) plotFrequencyCollisions() (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) plotHistogram() (Environment.MAB.MAB method) plotHistoryOfMeans() (Environment.Evaluator.Evaluator method) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) (Environment.MAB.PieceWiseStationaryMAB method) plotLastRegrets() (Environment.Evaluator.Evaluator method) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) plotMemoryConsumption() (Environment.Evaluator.Evaluator method) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) plotNbCollisions() (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) plotNbSwitchs() (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) plotNbSwitchsCentralized() (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) plotNumberOfCPDetections() (Environment.Evaluator.Evaluator method) plotRegretCentralized() (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) plotRegrets() (Environment.Evaluator.Evaluator method) plotRewards() (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) plotRunningTimes() (Environment.Evaluator.Evaluator method) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) Poisson (class in Arms.Poisson) policies (Environment.Evaluator.Evaluator attribute) Policies (module) Policies.AdBandits (module) Policies.AdSwitch (module) Policies.AdSwitchNew (module) Policies.Aggregator (module) Policies.ApproximatedFHGittins (module) Policies.BasePolicy (module) Policies.BaseWrapperPolicy (module) Policies.BayesianIndexPolicy (module) Policies.BayesUCB (module) Policies.BESA (module) Policies.BoltzmannGumbel (module) Policies.CD_UCB (module) Policies.CORRAL (module) Policies.CPUCB (module) Policies.CUSUM_UCB (module) Policies.DiscountedBayesianIndexPolicy (module) Policies.DiscountedThompson (module) Policies.DiscountedUCB (module) Policies.DMED (module) Policies.DoublingTrickWrapper (module) Policies.EmpiricalMeans (module) Policies.EpsilonGreedy (module) Policies.Exp3 (module) Policies.Exp3PlusPlus (module) Policies.Exp3R (module) Policies.Exp3S (module) Policies.Experimentals.KLempUCB (module) Policies.Experimentals.klUCBlog10 (module) Policies.Experimentals.klUCBloglog10 (module) Policies.Experimentals.ThompsonRobust (module) Policies.Experimentals.UCBjulia (module) Policies.Experimentals.UCBlog10 (module) Policies.Experimentals.UCBlog10alpha (module) Policies.Experimentals.UCBwrong (module) Policies.ExploreThenCommit (module) Policies.FEWA (module) Policies.GenericAggregation (module) Policies.GLR_UCB (module) Policies.GreedyOracle (module) Policies.Hedge (module) Policies.IMED (module) Policies.IndexPolicy (module) Policies.klUCB (module) Policies.klUCB_forGLR (module) Policies.klUCBH (module) Policies.klUCBHPlus (module) Policies.klUCBloglog (module) Policies.klUCBloglog_forGLR (module) Policies.klUCBPlus (module) Policies.klUCBPlusPlus (module) Policies.klUCBswitch (module) Policies.kullback (module)

Policies.LearnExp (module) Policies.LM_DSEE (module) Policies.MEGA (module) Policies.Monitored_UCB (module) Policies.MOSS (module) Policies.MOSSAnytime (module) Policies.MOSSExperimental (module) Policies.MOSSH (module) Policies.MusicalChair (module) Policies.MusicalChairNoSensing (module) Policies.OCUCB (module) Policies.OCUCBH (module) Policies.OracleSequentiallyRestartPolicy (module) Policies.OSSB (module) Policies.PHE (module) Policies.Posterior (module) Policies.Posterior.Beta (module) Policies.Posterior.DiscountedBeta (module) Policies.Posterior.Gamma (module) Policies.Posterior.Gauss (module) Policies.Posterior.Posterior (module) Policies.Posterior.with_proba (module) Policies.ProbabilityPursuit (module) Policies.RandomizedIndexPolicy (module) Policies.RAWUCB (module) Policies.RCB (module) Policies.SIC_MMAB (module) Policies.SlidingWindowRestart (module) Policies.SlidingWindowUCB (module) Policies.Softmax (module) Policies.SparseklUCB (module) Policies.SparseUCB (module) Policies.SparseWrapper (module) Policies.SuccessiveElimination (module) Policies.SWA (module) Policies.SWHash_UCB (module) Policies.TakeFixedArm (module) Policies.TakeRandomFixedArm (module) Policies.Thompson (module) Policies.TrekkingTSN (module) Policies.TsallisInf (module) Policies.UCB (module) Policies.UCBalpha (module) Policies.UCBdagger (module) Policies.UCBH (module) Policies.UCBimproved (module) Policies.UCBmin (module) Policies.UCBoost (module) Policies.UCBplus (module) Policies.UCBrandomInit (module) Policies.UCBV (module) Policies.UCBVtuned (module) Policies.Uniform (module) Policies.UniformOnSome (module) Policies.usenumba (module) Policies.with_proba (module) Policies.WrapRange (module) PoliciesMultiPlayers (module) PoliciesMultiPlayers.ALOHA (module) PoliciesMultiPlayers.BaseCentralizedPolicy (module) PoliciesMultiPlayers.BaseMPPolicy (module) PoliciesMultiPlayers.CentralizedCycling (module) PoliciesMultiPlayers.CentralizedFixed (module) PoliciesMultiPlayers.CentralizedIMP (module) PoliciesMultiPlayers.CentralizedMultiplePlay (module) PoliciesMultiPlayers.ChildPointer (module) PoliciesMultiPlayers.DepRound (module) PoliciesMultiPlayers.EstimateM (module) PoliciesMultiPlayers.OracleFair (module) PoliciesMultiPlayers.OracleNotFair (module) PoliciesMultiPlayers.RandTopM (module) PoliciesMultiPlayers.RandTopMEst (module) PoliciesMultiPlayers.rhoCentralized (module) PoliciesMultiPlayers.rhoEst (module) PoliciesMultiPlayers.rhoLearn (module) PoliciesMultiPlayers.rhoLearnEst (module) PoliciesMultiPlayers.rhoLearnExp3 (module) PoliciesMultiPlayers.rhoRand (module) PoliciesMultiPlayers.rhoRandALOHA (module) PoliciesMultiPlayers.rhoRandRand (module) PoliciesMultiPlayers.rhoRandRotating (module) PoliciesMultiPlayers.rhoRandSticky (module) PoliciesMultiPlayers.Scenario1 (module) PoliciesMultiPlayers.Selfish (module) PoliciesMultiPlayers.with_proba (module) policy (Policies.WrapRange.WrapRange attribute) policy_server (module) pop() (Environment.pykov.Matrix method) popitem() (Environment.pykov.Matrix method) Posterior (class in Policies.Posterior.Posterior) posterior (Policies.AdBandits.AdBandits attribute) (Policies.BayesianIndexPolicy.BayesianIndexPolicy attribute) pow() (Environment.pykov.Chain method) (Environment.pykov.Matrix method) pred() (Environment.pykov.Matrix method) pretty_print_result_recursively() (complete_tree_exploration_for_MP_bandits.State method) prevWorst (PoliciesMultiPlayers.RandTopM.oneRandTopM attribute) print_progress() (Environment.usejoblib.Parallel method) printFinalRanking() (Environment.Evaluator.Evaluator method) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) printFinalRankingAll() (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) printLastRegrets() (Environment.Evaluator.Evaluator method) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) printLastRegretsPM() (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) printMemoryConsumption() (Environment.Evaluator.Evaluator method) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) printNumberOfCPDetections() (Environment.Evaluator.Evaluator method) printRunningTimes() (Environment.Evaluator.Evaluator method) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) proba2float() (in module complete_tree_exploration_for_MP_bandits) proba2str() (in module complete_tree_exploration_for_MP_bandits) PROBA_RANDOM_EXPLORATION (in module Policies.CD_UCB) (in module Policies.CUSUM_UCB) (in module Policies.GLR_UCB) proba_random_exploration (Policies.CD_UCB.CD_IndexPolicy attribute) (Policies.CD_UCB.UCBLCB_IndexPolicy attribute) (Policies.CUSUM_UCB.CUSUM_IndexPolicy attribute) (Policies.Exp3R.DriftDetection_IndexPolicy attribute) (Policies.GLR_UCB.GLR_IndexPolicy attribute) (Policies.GLR_UCB.SubGaussianGLR_IndexPolicy attribute) proba_reaching_absorbing_state() (complete_tree_exploration_for_MP_bandits.State method) probabilities (Policies.ProbabilityPursuit.ProbabilityPursuit attribute) probability (Arms.Bernoulli.Bernoulli attribute) (Arms.Binomial.Binomial attribute) ProbabilityPursuit (class in Policies.ProbabilityPursuit) probas (complete_tree_exploration_for_MP_bandits.State attribute) prod() (in module complete_tree_exploration_for_MP_bandits) PROGRAM_NAME (in module Environment.notify) PSI (in module Policies.OCUCBH) psi (Policies.OCUCBH.OCUCBH attribute) pulls (Environment.Evaluator.Evaluator attribute) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers attribute) (Environment.Result.Result attribute) (Environment.ResultMultiPlayers.ResultMultiPlayers attribute) (Policies.BasePolicy.BasePolicy attribute) (Policies.Experimentals.KLempUCB.KLempUCB attribute) PUTATRIGHT (in module Environment.plotsettings) PykovError

Q

quantile() (Policies.Posterior.Beta.Beta method) (Policies.Posterior.DiscountedBeta.DiscountedBeta method) (Policies.Posterior.Gamma.Gamma method) (Policies.Posterior.Gauss.Gauss method) (Policies.Posterior.Posterior.Posterior method)

R

rajjain_fairness() (in module Environment.fairnessMeasures) random() (in module Policies.AdBandits) (in module Policies.EpsilonGreedy) (in module Policies.GenericAggregation) (in module Policies.LearnExp) (in module Policies.MEGA) (in module Policies.Posterior.Beta) (in module Policies.Posterior.with_proba) (in module Policies.with_proba) (in module PoliciesMultiPlayers.ALOHA) (in module PoliciesMultiPlayers.DepRound) (in module PoliciesMultiPlayers.rhoRandALOHA) (in module PoliciesMultiPlayers.with_proba) random_invert (Environment.Evaluator.Evaluator attribute) RANDOM_INVERT (in module configuration) (in module configuration_comparing_aggregation_algorithms) (in module configuration_sparse) random_invert (in module Environment.Evaluator) random_shuffle (Environment.Evaluator.Evaluator attribute) RANDOM_SHUFFLE (in module configuration) (in module configuration_comparing_aggregation_algorithms) (in module configuration_sparse) random_shuffle (in module Environment.Evaluator) random_subsample (Policies.BESA.BESA attribute) random_uniform_means() (in module complete_tree_exploration_for_MP_bandits) randomContinuouslyVaryingMeans() (in module Arms) randomized_tournament (Policies.BESA.BESA attribute) RandomizedIndexPolicy (class in Policies.RandomizedIndexPolicy) randomMeans() (in module Arms) randomMeansWithGapBetweenMbestMworst() (in module Arms) randomMeansWithSparsity() (in module Arms) randomMeansWithSparsity2() (in module Arms) RandomNewRank() (in module complete_tree_exploration_for_MP_bandits) RandTopM (class in PoliciesMultiPlayers.RandTopM) RandTopM_KLUCB_U() (in module complete_tree_exploration_for_MP_bandits) RandTopM_KLUCB_Ubar() (in module complete_tree_exploration_for_MP_bandits) RandTopM_KLUCB_Utilde() (in module complete_tree_exploration_for_MP_bandits) RandTopM_RandomNewChosenArm() (in module complete_tree_exploration_for_MP_bandits) RandTopM_UCB_U() (in module complete_tree_exploration_for_MP_bandits) RandTopM_UCB_Ubar() (in module complete_tree_exploration_for_MP_bandits) RandTopM_UCB_Utilde() (in module complete_tree_exploration_for_MP_bandits) RandTopMCautious (class in PoliciesMultiPlayers.RandTopM) RandTopMEst (class in PoliciesMultiPlayers.RandTopMEst) RandTopMEstPlus (class in PoliciesMultiPlayers.RandTopMEst) RandTopMExtraCautious (class in PoliciesMultiPlayers.RandTopM) RandTopMOld (class in PoliciesMultiPlayers.RandTopM) rank (PoliciesMultiPlayers.rhoCentralized.oneRhoCentralized attribute) (PoliciesMultiPlayers.rhoEst.oneRhoEst attribute) (PoliciesMultiPlayers.rhoLearn.oneRhoLearn attribute) (PoliciesMultiPlayers.rhoLearnExp3.oneRhoLearnExp3 attribute) (PoliciesMultiPlayers.rhoRand.oneRhoRand attribute) (PoliciesMultiPlayers.rhoRandALOHA.oneRhoRandALOHA attribute) (PoliciesMultiPlayers.rhoRandRand.oneRhoRandRand attribute) (PoliciesMultiPlayers.rhoRandRotating.oneRhoRandRotating attribute) (PoliciesMultiPlayers.rhoRandSticky.oneRhoRandSticky attribute) rankSelectionAlgo (PoliciesMultiPlayers.rhoLearn.rhoLearn attribute) (PoliciesMultiPlayers.rhoLearnEst.rhoLearnEst attribute) (PoliciesMultiPlayers.rhoLearnExp3.rhoLearnExp3 attribute) rate (Policies.Aggregator.Aggregator attribute) (Policies.LearnExp.LearnExp attribute) rates (Policies.CORRAL.CORRAL attribute) RAWUCB (class in Policies.RAWUCB) RAWUCB_pp (class in Policies.RAWUCB) RCB (class in Policies.RCB) read_configuration_env() (in module env_client) read_configuration_policy() (in module policy_server) read_range_of_rewards() (Policies.AdSwitch.AdSwitch method) readmat() (in module Environment.pykov) readtrj() (in module Environment.pykov) refresh() (Environment.usetqdm.tqdm method) relative_entropy() (Environment.pykov.Vector method) remove() (Environment.pykov.Matrix method) renormalize_reward() (in module Policies.CORRAL) (in module Policies.LearnExp) repetedRuns() (in module Environment.MAB_rotting) repetitions (Environment.Evaluator.Evaluator attribute) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers attribute) REPETITIONS (in module configuration) (in module Environment.Evaluator) (in module Environment.EvaluatorMultiPlayers) (in module Environment.EvaluatorSparseMultiPlayers) (in module configuration_comparing_aggregation_algorithms) (in module configuration_comparing_doubling_algorithms) (in module configuration_markovian) (in module configuration_multiplayers) (in module configuration_multiplayers_nonstationary) (in module configuration_multiplayers_with_aggregation) (in module configuration_nonstationary) (in module configuration_sparse) (in module configuration_sparse_multiplayers) (in module example_of_configuration_multiplayers) (in module example_of_configuration_singleplayer)

reprarms() (Environment.MAB.ChangingAtEachRepMAB method) (Environment.MAB.MAB method) (Environment.MAB.MarkovianMAB method) (Environment.MAB.NonStationaryMAB method) (Environment.MAB.PieceWiseStationaryMAB method) reseqp() (in module Arms.kullback) (in module Policies.kullback) reseqp2() (in module Arms.kullback) (in module Policies.kullback) reset() (Environment.usetqdm.tqdm method) (Policies.Posterior.Beta.Beta method) (Policies.Posterior.DiscountedBeta.DiscountedBeta method) (Policies.Posterior.Gamma.Gamma method) (Policies.Posterior.Gauss.Gauss method) (Policies.Posterior.Posterior.Posterior method) RESET_FOR_ALL_CHANGE (in module Policies.OracleSequentiallyRestartPolicy) reset_for_all_change (Policies.OracleSequentiallyRestartPolicy.OracleSequentiallyRestartPolicy attribute) RESET_FOR_SUBOPTIMAL_CHANGE (in module Policies.OracleSequentiallyRestartPolicy) reset_for_suboptimal_change (Policies.OracleSequentiallyRestartPolicy.OracleSequentiallyRestartPolicy attribute) rested (Environment.MAB.MarkovianMAB attribute) RESTED (in module Environment.MAB) RestedRottingArm (class in Arms.RestedRottingArm) RestedRottingBernoulli (class in Arms.RestedRottingArm) RestedRottingBinomial (class in Arms.RestedRottingArm) RestedRottingConstant (class in Arms.RestedRottingArm) RestedRottingExponential (class in Arms.RestedRottingArm) RestedRottingGaussian (class in Arms.RestedRottingArm) RestedRottingPoisson (class in Arms.RestedRottingArm) RestlessArm (class in Arms.RestlessArm) RestlessBernoulli (class in Arms.RestlessArm) RestlessBinomial (class in Arms.RestlessArm) RestlessConstant (class in Arms.RestlessArm) RestlessExponential (class in Arms.RestlessArm) RestlessGaussian (class in Arms.RestlessArm) RestlessPoisson (class in Arms.RestlessArm) Result (class in Environment.Result) ResultMultiPlayers (class in Environment.ResultMultiPlayers) retrieve() (Environment.usejoblib.Parallel method) reward_from_decoupled_feedback() (in module PoliciesMultiPlayers.rhoLearnExp3) rewardIsSharedUniformly() (in module Environment.CollisionModels) rewards (Environment.Evaluator.Evaluator attribute) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers attribute) (Environment.Result.Result attribute) (Environment.ResultMultiPlayers.ResultMultiPlayers attribute) (Policies.BasePolicy.BasePolicy attribute) rewardsSquared (Environment.Evaluator.Evaluator attribute) (Policies.UCBV.UCBV attribute) RHO (in module Policies.OCUCB) rho (Policies.LM_DSEE.LM_DSEE attribute) (Policies.OCUCB.OCUCB attribute) rhoCentralized (class in PoliciesMultiPlayers.rhoCentralized) rhoEst (class in PoliciesMultiPlayers.rhoEst) rhoEstPlus (class in PoliciesMultiPlayers.rhoEst) rhoLearn (class in PoliciesMultiPlayers.rhoLearn) rhoLearnEst (class in PoliciesMultiPlayers.rhoLearnEst) rhoLearnExp3 (class in PoliciesMultiPlayers.rhoLearnExp3) rhoRand (class in PoliciesMultiPlayers.rhoRand) RhoRand_KLUCB_U() (in module complete_tree_exploration_for_MP_bandits) RhoRand_KLUCB_Ubar() (in module complete_tree_exploration_for_MP_bandits) RhoRand_KLUCB_Utilde() (in module complete_tree_exploration_for_MP_bandits) RhoRand_UCB_U() (in module complete_tree_exploration_for_MP_bandits) RhoRand_UCB_Ubar() (in module complete_tree_exploration_for_MP_bandits) RhoRand_UCB_Utilde() (in module complete_tree_exploration_for_MP_bandits) rhoRandALOHA (class in PoliciesMultiPlayers.rhoRandALOHA) rhoRandRand (class in PoliciesMultiPlayers.rhoRandRand) rhoRandRotating (class in PoliciesMultiPlayers.rhoRandRotating) rhoRandSticky (class in PoliciesMultiPlayers.rhoRandSticky) rhos (Policies.CORRAL.CORRAL attribute) round_number (Policies.SIC_MMAB.SIC_MMAB attribute) round_robin_index (Policies.ExploreThenCommit._ETC_RoundRobin_WithStoppingCriteria attribute) (Policies.ExploreThenCommit.ETC_FixedBudget attribute) RoundRobin (Policies.SparseklUCB.Phase attribute) (Policies.SparseUCB.Phase attribute) (Policies.SparseWrapper.Phase attribute) running_time (Environment.Result.Result attribute) (Environment.ResultMultiPlayers.ResultMultiPlayers attribute) runningTimes (Environment.Evaluator.Evaluator attribute) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers attribute)

S

S (complete_tree_exploration_for_MP_bandits.State attribute) sample() (Policies.Posterior.Beta.Beta method) (Policies.Posterior.DiscountedBeta.DiscountedBeta method) (Policies.Posterior.Gamma.Gamma method) (Policies.Posterior.Gauss.Gauss method) (Policies.Posterior.Posterior.Posterior method) save_configuration_for_reproducibility (module) save_configuration_for_reproducibility() (in module save_configuration_for_reproducibility) saveondisk() (Environment.Evaluator.Evaluator method) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) saveto() (complete_tree_exploration_for_MP_bandits.State method) scale (Arms.Gamma.Gamma attribute) SCALE (in module configuration_comparing_aggregation_algorithms) (in module configuration_sparse) Scenario1 (class in PoliciesMultiPlayers.Scenario1) Selfish (class in PoliciesMultiPlayers.Selfish) Selfish_0Greedy_U() (in module complete_tree_exploration_for_MP_bandits) Selfish_0Greedy_Ubar() (in module complete_tree_exploration_for_MP_bandits) Selfish_0Greedy_Utilde() (in module complete_tree_exploration_for_MP_bandits) Selfish_KLUCB() (in module complete_tree_exploration_for_MP_bandits) Selfish_KLUCB_U() (in module complete_tree_exploration_for_MP_bandits) Selfish_KLUCB_Ubar() (in module complete_tree_exploration_for_MP_bandits) Selfish_KLUCB_Utilde() (in module complete_tree_exploration_for_MP_bandits) Selfish_UCB() (in module complete_tree_exploration_for_MP_bandits) Selfish_UCB_U() (in module complete_tree_exploration_for_MP_bandits) Selfish_UCB_Ubar() (in module complete_tree_exploration_for_MP_bandits) Selfish_UCB_Utilde() (in module complete_tree_exploration_for_MP_bandits) SelfishChildPointer (class in PoliciesMultiPlayers.Selfish) send_message() (in module env_client) server() (in module policy_server) set_BAD (Policies.AdSwitchNew.AdSwitchNew attribute) set_D (Policies.UCBoost.UCBoost attribute) set_description() (Environment.usetqdm.tqdm method) set_description_str() (Environment.usetqdm.tqdm method) set_GOOD (Policies.AdSwitchNew.AdSwitchNew attribute) set_lock() (Environment.usetqdm.tqdm class method) set_mean_param() (Arms.Arm.Arm method) (Arms.Bernoulli.Bernoulli method) (Arms.Binomial.Binomial method) (Arms.Constant.Constant method) (Arms.Exponential.Exponential method) (Arms.Gaussian.Gaussian method) (Arms.Poisson.Poisson method) set_postfix() (Environment.usetqdm.tqdm method) set_postfix_str() (Environment.usetqdm.tqdm method) set_S (Policies.AdSwitchNew.AdSwitchNew attribute) setdefault() (Environment.pykov.Matrix method) setWindow() (Policies.SWA.SWA method) shape (Arms.Gamma.Gamma attribute) show_and_save() (in module Environment.plotsettings) showplot (Environment.Evaluator.Evaluator attribute) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers attribute) SHRINKFACTOR (in module Environment.plotsettings) shuffled() (in module Arms) (in module Environment.Evaluator) SIC_MMAB (class in Policies.SIC_MMAB) SIC_MMAB_klUCB (class in Policies.SIC_MMAB) SIC_MMAB_UCB (class in Policies.SIC_MMAB) sigma (Arms.Gaussian.Gaussian attribute) SIGMA (in module Policies.BoltzmannGumbel) sigma (Policies.GLR_UCB.SubGaussianGLR_IndexPolicy attribute) (Policies.Posterior.Gauss.Gauss attribute) signature (in module Environment.plotsettings) simplify() (in module complete_tree_exploration_for_MP_bandits) singleRun() (in module Environment.MAB_rotting) Sitted (Policies.MusicalChair.State attribute) (Policies.MusicalChairNoSensing.State attribute) sitted (PoliciesMultiPlayers.RandTopM.oneRandTopM attribute) (PoliciesMultiPlayers.rhoRandSticky.oneRhoRandSticky attribute) size (Arms.DiscreteArm.DiscreteArm attribute) sizeof_fmt() (in module Environment.memory_consumption) SlidingWindowRestart (class in Policies.SlidingWindowRestart) SlidingWindowRestart_IndexPolicy (class in Policies.CD_UCB) SLOW_EXPONENTIAL_STEP (in module Policies.DoublingTrickWrapper) smallest_T_from_where_length_phases_12_is_larger() (in module Policies.MusicalChairNoSensing) smart_alpha_from_T_UpsilonT() (in module Policies.GLR_UCB) smart_delta_from_T_UpsilonT() (in module Policies.GLR_UCB) Softmax (class in Policies.Softmax) SoftmaxDecreasing (class in Policies.Softmax) SoftmaxWithHorizon (class in Policies.Softmax) SoftMix (class in Policies.Softmax) solution_pb_bq() (in module Policies.UCBoost) solution_pb_hellinger() (in module Policies.UCBoost) solution_pb_kllb() (in module Policies.UCBoost) solution_pb_sq() (in module Policies.UCBoost) solution_pb_t() (in module Policies.UCBoost) solve_optimization_problem__classic() (in module Policies.OSSB) solve_optimization_problem__gaussian() (in module Policies.OSSB) solve_optimization_problem__sparse_bandits() (in module Policies.OSSB) sort() (Environment.pykov.Vector method) sortedDistance() (in module Environment.sortedDistance) SparseklUCB (class in Policies.SparseklUCB) SparseOSSB (class in Policies.OSSB) SparseUCB (class in Policies.SparseUCB) SparseWrapper (class in Policies.SparseWrapper) sparsity (Environment.MAB.MAB attribute) SPARSITY (in module configuration_sparse) sparsity (Policies.SparseklUCB.SparseklUCB attribute) (Policies.SparseUCB.SparseUCB attribute) (Policies.SparseWrapper.SparseWrapper attribute) spearmanr() (in module Environment.sortedDistance) special_times() (in module Policies.TrekkingTSN) squadratic_distance() (in module Policies.UCBoost) start_of_episode (Policies.AdSwitchNew.AdSwitchNew attribute) start_tracemalloc() (in module Environment.memory_consumption) startAllEnv() (Environment.Evaluator.Evaluator method) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) startGame() (Policies.AdBandits.AdBandits method) (Policies.AdSwitch.AdSwitch method) (Policies.AdSwitchNew.AdSwitchNew method) (Policies.Aggregator.Aggregator method) (Policies.BasePolicy.BasePolicy method) (Policies.BaseWrapperPolicy.BaseWrapperPolicy method) (Policies.BayesianIndexPolicy.BayesianIndexPolicy method) (Policies.CORRAL.CORRAL method) (Policies.DMED.DMED method) (Policies.DoublingTrickWrapper.DoublingTrickWrapper method) (Policies.Exp3.Exp3 method) (Policies.Exp3PlusPlus.Exp3PlusPlus method) (Policies.Exp3S.Exp3S method) (Policies.Experimentals.KLempUCB.KLempUCB method) (Policies.FEWA.EFF_FEWA method) (Policies.GenericAggregation.GenericAggregation method) (Policies.GreedyOracle.GreedyPolicy method) (Policies.Hedge.Hedge method) (Policies.IndexPolicy.IndexPolicy method) (Policies.LM_DSEE.LM_DSEE method) (Policies.LearnExp.LearnExp method) (Policies.MEGA.MEGA method) (Policies.MusicalChair.MusicalChair method) (Policies.MusicalChairNoSensing.MusicalChairNoSensing method) (Policies.OSSB.OSSB method) (Policies.ProbabilityPursuit.ProbabilityPursuit method) (Policies.SIC_MMAB.SIC_MMAB method) (Policies.SWA.SWA method) (Policies.SWHash_UCB.SWHash_IndexPolicy method) (Policies.Softmax.Softmax method) (Policies.SparseUCB.SparseUCB method) (Policies.SparseWrapper.SparseWrapper method) (Policies.SparseklUCB.SparseklUCB method) (Policies.TakeFixedArm.TakeFixedArm method) (Policies.TrekkingTSN.TrekkingTSN method) (Policies.UCBV.UCBV method) (Policies.Uniform.Uniform method) (Policies.WrapRange.WrapRange method) (PoliciesMultiPlayers.ALOHA.oneALOHA method) (PoliciesMultiPlayers.BaseCentralizedPolicy.BaseCentralizedPolicy method) (PoliciesMultiPlayers.CentralizedCycling.Cycling method) (PoliciesMultiPlayers.CentralizedFixed.Fixed method) (PoliciesMultiPlayers.ChildPointer.ChildPointer method) (PoliciesMultiPlayers.EstimateM.oneEstimateM method) (PoliciesMultiPlayers.OracleFair.CyclingBest method) (PoliciesMultiPlayers.OracleNotFair.Fixed method) (PoliciesMultiPlayers.RandTopM.oneRandTopM method) (PoliciesMultiPlayers.RandTopMEst.oneRandTopMEst method) (PoliciesMultiPlayers.rhoCentralized.oneRhoCentralized method) (PoliciesMultiPlayers.rhoEst.oneRhoEst method) (PoliciesMultiPlayers.rhoLearn.oneRhoLearn method) (PoliciesMultiPlayers.rhoLearnExp3.oneRhoLearnExp3 method) (PoliciesMultiPlayers.rhoRand.oneRhoRand method) (PoliciesMultiPlayers.rhoRandALOHA.oneRhoRandALOHA method) (PoliciesMultiPlayers.rhoRandRand.oneRhoRandRand method) (PoliciesMultiPlayers.rhoRandRotating.oneRhoRandRotating method) (PoliciesMultiPlayers.rhoRandSticky.oneRhoRandSticky method)

startOneEnv() (Environment.Evaluator.Evaluator method) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) (Environment.EvaluatorSparseMultiPlayers.EvaluatorSparseMultiPlayers method) State (class in complete_tree_exploration_for_MP_bandits) (class in Policies.LM_DSEE) (class in Policies.MusicalChair) (class in Policies.MusicalChairNoSensing) (class in Policies.SIC_MMAB) (class in Policies.TrekkingTSN) state (Policies.MusicalChair.MusicalChair attribute) (Policies.MusicalChairNoSensing.MusicalChairNoSensing attribute) (Policies.TrekkingTSN.TrekkingTSN attribute) states (Environment.MAB.MarkovianMAB attribute) states() (Environment.pykov.Matrix method) StateWithMemory (class in complete_tree_exploration_for_MP_bandits) static_change_lower_amplitude() (in module Environment.MAB) statistical_test() (Policies.AdSwitch.AdSwitch method) status_printer() (Environment.usetqdm.tqdm static method) std_fairness() (in module Environment.fairnessMeasures) steady() (Environment.pykov.Chain method) step_of_current_phase (Policies.AdSwitch.AdSwitch attribute) (Policies.LM_DSEE.LM_DSEE attribute) stepsWithoutCollisions (PoliciesMultiPlayers.rhoRandSticky.oneRhoRandSticky attribute) STICKY_TIME (in module PoliciesMultiPlayers.rhoRandSticky) stickyTime (PoliciesMultiPlayers.rhoRandSticky.oneRhoRandSticky attribute) (PoliciesMultiPlayers.rhoRandSticky.rhoRandSticky attribute) Stilde (complete_tree_exploration_for_MP_bandits.State attribute) stillRandom (Policies.ExploreThenCommit.ETC_RandomStop attribute) stochastic() (Environment.pykov.Matrix method) stopping_criteria() (Policies.ExploreThenCommit._ETC_RoundRobin_WithStoppingCriteria method) (Policies.ExploreThenCommit.ETC_BAI method) (Policies.ExploreThenCommit.ETC_SPRT method) store() (Environment.Result.Result method) (Environment.ResultMultiPlayers.ResultMultiPlayers method) STORE_ALL_REWARDS (in module Environment.Evaluator) STORE_REWARDS_SQUARED (in module Environment.Evaluator) str_sparsity() (Environment.MAB.MAB method) strPlayers() (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers method) (Environment.EvaluatorSparseMultiPlayers.EvaluatorSparseMultiPlayers method) SubGaussianGLR_DELTA (in module Policies.GLR_UCB) SubGaussianGLR_IndexPolicy (class in Policies.GLR_UCB) SubGaussianGLR_JOINT (in module Policies.GLR_UCB) SubGaussianGLR_SIGMA (in module Policies.GLR_UCB) subsample_deterministic() (in module Policies.BESA) subsample_uniform() (in module Policies.BESA) succ() (Environment.pykov.Matrix method) SuccessiveElimination (class in Policies.SuccessiveElimination) sum() (Environment.pykov.Vector method) sumBestMeans() (Environment.MAB.MAB method) SWA (class in Policies.SWA) SWHash_IndexPolicy (class in Policies.SWHash_UCB) SWklUCB (class in Policies.SlidingWindowUCB) SWklUCBPlus (class in Policies.SlidingWindowUCB) SWR_klUCB (class in Policies.SlidingWindowRestart) SWR_UCB (class in Policies.SlidingWindowRestart) SWR_UCBalpha (class in Policies.SlidingWindowRestart) SWUCB (class in Policies.SlidingWindowUCB) SWUCBPlus (class in Policies.SlidingWindowUCB) symbol_means() (in module complete_tree_exploration_for_MP_bandits)

T

t (complete_tree_exploration_for_MP_bandits.State attribute) (Policies.Aggregator.Aggregator attribute) (Policies.BasePolicy.BasePolicy attribute) (Policies.MusicalChair.MusicalChair attribute) (Policies.MusicalChairNoSensing.MusicalChairNoSensing attribute) (Policies.TrekkingTSN.TrekkingTSN attribute) (PoliciesMultiPlayers.ALOHA.oneALOHA attribute) (PoliciesMultiPlayers.CentralizedCycling.Cycling attribute) (PoliciesMultiPlayers.EstimateM.oneEstimateM attribute) (PoliciesMultiPlayers.OracleFair.CyclingBest attribute) (PoliciesMultiPlayers.RandTopM.oneRandTopM attribute) (PoliciesMultiPlayers.RandTopMEst.oneRandTopMEst attribute) (PoliciesMultiPlayers.rhoEst.oneRhoEst attribute) T0 (in module Environment.MAB) T_CC (Policies.TrekkingTSN.TrekkingTSN attribute) t_for_each_arm (Policies.klUCB_forGLR.klUCB_forGLR attribute) t_phase (Policies.SIC_MMAB.SIC_MMAB attribute) T_RH (Policies.TrekkingTSN.TrekkingTSN attribute) T_SH (Policies.TrekkingTSN.TrekkingTSN attribute) T_TR (Policies.TrekkingTSN.TrekkingTSN attribute) table_to_latex() (in module Environment.plotsettings) TakeFixedArm (class in Policies.TakeFixedArm) TakeRandomFixedArm (class in Policies.TakeRandomFixedArm) TAU (in module Policies.SlidingWindowRestart) (in module Policies.SlidingWindowUCB) tau (Policies.SlidingWindowRestart.SWR_klUCB attribute) (Policies.SWHash_UCB.SWHash_IndexPolicy attribute) (Policies.SlidingWindowRestart.SWR_UCB attribute) (Policies.SlidingWindowRestart.SWR_UCBalpha attribute) (Policies.SlidingWindowUCB.SWUCB attribute) tau_phase_2 (Policies.MusicalChairNoSensing.MusicalChairNoSensing attribute) tau_t_alpha() (in module Policies.SWHash_UCB) TEMPERATURE (in module configuration) temperature (Policies.Softmax.Softmax attribute) (Policies.Softmax.SoftMix attribute) (Policies.Softmax.SoftmaxDecreasing attribute) (Policies.Softmax.SoftmaxWithHorizon attribute) ternary_feedback() (in module PoliciesMultiPlayers.rhoLearnExp3) test() (in module complete_tree_exploration_for_MP_bandits) TEST_Aggregator (in module configuration_markovian) (in module configuration_sparse) TEST_WrapRange (in module configuration) tex2pdf() (in module complete_tree_exploration_for_MP_bandits) theta (Policies.TrekkingTSN.TrekkingTSN attribute) Thompson (class in Policies.Thompson) ThompsonRobust (class in Policies.Experimentals.ThompsonRobust) THRESHOLD (in module Policies.SlidingWindowRestart) threshold (Policies.SlidingWindowRestart.SWR_klUCB attribute) (Policies.SlidingWindowRestart.SWR_UCB attribute) (Policies.SlidingWindowRestart.SWR_UCBalpha attribute) (PoliciesMultiPlayers.EstimateM.oneEstimateM attribute) (PoliciesMultiPlayers.RandTopMEst.oneRandTopMEst attribute) (PoliciesMultiPlayers.rhoEst.oneRhoEst attribute) threshold_b (Policies.Monitored_UCB.Monitored_IndexPolicy attribute) threshold_BernoulliGLR() (in module Policies.GLR_UCB) threshold_function_h_tilde (in module Policies.GLR_UCB) threshold_GaussianGLR() (in module Policies.GLR_UCB) threshold_h (Policies.CUSUM_UCB.CUSUM_IndexPolicy attribute) (Policies.Exp3R.DriftDetection_IndexPolicy attribute) threshold_on_t() (in module PoliciesMultiPlayers.EstimateM) threshold_on_t_doubling_trick() (in module PoliciesMultiPlayers.EstimateM) threshold_on_t_with_horizon() (in module PoliciesMultiPlayers.EstimateM) threshold_SubGaussianGLR() (in module Policies.GLR_UCB) threshold_SubGaussianGLR_disjoint() (in module Policies.GLR_UCB)

threshold_SubGaussianGLR_joint() (in module Policies.GLR_UCB) threshold_switch (Policies.klUCBswitch.klUCBswitchAnytime attribute) threshold_switch_bestchoice() (in module Policies.klUCBswitch) threshold_switch_default() (in module Policies.klUCBswitch) threshold_switch_delayed() (in module Policies.klUCBswitch) Ti_exponential() (in module Policies.DoublingTrickWrapper) Ti_from_f() (in module Policies.DoublingTrickWrapper) Ti_geometric() (in module Policies.DoublingTrickWrapper) Ti_intermediate_i12_logi12() (in module Policies.DoublingTrickWrapper) Ti_intermediate_i13() (in module Policies.DoublingTrickWrapper) Ti_intermediate_i23() (in module Policies.DoublingTrickWrapper) Ti_intermediate_i_by_logi() (in module Policies.DoublingTrickWrapper) Ti_intermediate_sqrti() (in module Policies.DoublingTrickWrapper) Time0 (Policies.MusicalChair.MusicalChair attribute) (Policies.SIC_MMAB.SIC_MMAB attribute) timeSinceLastCollision (PoliciesMultiPlayers.EstimateM.oneEstimateM attribute) (PoliciesMultiPlayers.RandTopMEst.oneRandTopMEst attribute) (PoliciesMultiPlayers.rhoEst.oneRhoEst attribute) tnext (Policies.MEGA.MEGA attribute) (PoliciesMultiPlayers.ALOHA.oneALOHA attribute) tnext_beta() (in module PoliciesMultiPlayers.ALOHA) tnext_log() (in module PoliciesMultiPlayers.ALOHA) to_dot() (complete_tree_exploration_for_MP_bandits.State method) to_node() (complete_tree_exploration_for_MP_bandits.State method) (complete_tree_exploration_for_MP_bandits.StateWithMemory method) TOLERANCE (in module Policies.BESA) tolerance (in module Policies.DiscountedUCB) TOLERANCE (in module Policies.klUCB) (in module Policies.SIC_MMAB) (in module Policies.klUCB_forGLR) (in module Policies.klUCBloglog_forGLR) (in module Policies.klUCBswitch) tolerance (in module Policies.SlidingWindowUCB) (Policies.DMED.DMED attribute) (Policies.SIC_MMAB.SIC_MMAB_klUCB attribute) (Policies.klUCB.klUCB attribute) tolerance_with_upperbound (in module Policies.UCBoost) tqdm (class in Environment.usetqdm) trace() (Environment.pykov.Matrix method) transform_str() (in module env_client) (in module policy_server) transition_matrix_of_dict() (in module Environment.MAB) transitions() (in module Environment.pykov) transpose() (Environment.pykov.Matrix method) TrekkingTSN (class in Policies.TrekkingTSN) (Policies.TrekkingTSN.State attribute) trunc (Arms.Exponential.Exponential attribute) (Arms.Poisson.Poisson attribute) TRUNC (in module configuration_comparing_aggregation_algorithms) (in module configuration_sparse) trusts (Policies.Aggregator.Aggregator attribute) (Policies.CORRAL.CORRAL attribute) (Policies.Exp3.Exp3 attribute) (Policies.Exp3.Exp3ELM attribute) (Policies.Exp3PlusPlus.Exp3PlusPlus attribute) (Policies.Exp3S.Exp3S attribute) (Policies.Hedge.Hedge attribute) (Policies.LearnExp.LearnExp attribute) (Policies.Softmax.Softmax attribute) (Policies.TsallisInf.TsallisInf attribute) TsallisInf (class in Policies.TsallisInf) tuple_from_str() (in module Arms) tupleit1() (in module complete_tree_exploration_for_MP_bandits) tupleit2() (in module complete_tree_exploration_for_MP_bandits)

U

UCB (class in Policies.UCB) (Policies.SparseUCB.Phase attribute) (Policies.SparseWrapper.Phase attribute) (Policies.SparseklUCB.Phase attribute) UCB_bq (class in Policies.UCBoost) UCB_h (class in Policies.UCBoost) UCB_lb (class in Policies.UCBoost) UCB_sq (class in Policies.UCBoost) UCB_t (class in Policies.UCBoost) UCBalpha (class in Policies.UCBalpha) UCBdagger (class in Policies.UCBdagger) UCBH (class in Policies.UCBH) UCBimproved (class in Policies.UCBimproved) UCBjulia (class in Policies.Experimentals.UCBjulia) UCBLCB_IndexPolicy (class in Policies.CD_UCB) UCBlog10 (class in Policies.Experimentals.UCBlog10) UCBlog10alpha (class in Policies.Experimentals.UCBlog10alpha) UCBmin (class in Policies.UCBmin) UCBoost (class in Policies.UCBoost) UCBoost_bq_h_lb (class in Policies.UCBoost) UCBoost_bq_h_lb_t (class in Policies.UCBoost) UCBoost_bq_h_lb_t_sq (class in Policies.UCBoost) UCBoostEpsilon (class in Policies.UCBoost) UCBplus (class in Policies.UCBplus) UCBrandomInit (class in Policies.UCBrandomInit) UCBV (class in Policies.UCBV) UCBVtuned (class in Policies.UCBVtuned) UCBwrong (class in Policies.Experimentals.UCBwrong) UNBIASED (in module configuration) (in module Policies.Aggregator) (in module Policies.CORRAL) (in module Policies.Exp3) (in module Policies.LearnExp) (in module Policies.Softmax) (in module configuration_comparing_aggregation_algorithms) (in module configuration_sparse) unbiased (Policies.Aggregator.Aggregator attribute) (Policies.CORRAL.CORRAL attribute) (Policies.Exp3.Exp3 attribute) (Policies.LearnExp.LearnExp attribute) (Policies.Softmax.Softmax attribute) UNBOUNDED_VARIANCE (in module configuration) (in module configuration_comparing_doubling_algorithms) UnboundedExponential (class in Arms.Exponential) UnboundedGamma (class in Arms.Gamma) UnboundedGaussian (class in Arms.Gaussian) UnboundedPoisson (class in Arms.Poisson) undiscount() (Policies.Posterior.DiscountedBeta.DiscountedBeta method) Uniform (class in Policies.Uniform) uniform_in_zero_one() (in module Environment.EvaluatorSparseMultiPlayers) uniform_means() (in module complete_tree_exploration_for_MP_bandits) uniform_perturbation() (in module Policies.RandomizedIndexPolicy) uniformAllocation (PoliciesMultiPlayers.CentralizedMultiplePlay.CentralizedMultiplePlay attribute) UniformArm (class in Arms.UniformArm) UniformExploration() (in module complete_tree_exploration_for_MP_bandits) uniformMeans() (in module Arms) uniformMeansWithSparsity() (in module Arms) UniformOnSome (class in Policies.UniformOnSome) UniformWaitPhase2 (Policies.MusicalChairNoSensing.State attribute) unnormalize_reward() (in module Policies.CORRAL) (in module Policies.LearnExp)

unpause() (Environment.usetqdm.tqdm method) unweighted_losses (Policies.Exp3PlusPlus.Exp3PlusPlus attribute) update() (Environment.pykov.Matrix method) (Environment.usetqdm.tqdm method) (Policies.Posterior.Beta.Beta method) (Policies.Posterior.DiscountedBeta.DiscountedBeta method) (Policies.Posterior.Gamma.Gamma method) (Policies.Posterior.Gauss.Gauss method) (Policies.Posterior.Posterior.Posterior method) update_activeArms() (Policies.UCBimproved.UCBimproved method) UPDATE_ALL_CHILDREN (in module configuration) (in module Policies.Aggregator) (in module configuration_comparing_aggregation_algorithms) (in module configuration_sparse) update_all_children (Policies.Aggregator.Aggregator attribute) update_j() (Policies.SparseklUCB.SparseklUCB method) (Policies.SparseUCB.SparseUCB method) (Policies.SparseWrapper.SparseWrapper method) update_k() (Policies.SparseklUCB.SparseklUCB method) (Policies.SparseUCB.SparseUCB method) (Policies.SparseWrapper.SparseWrapper method) UPDATE_LIKE_EXP4 (in module configuration) (in module Policies.Aggregator) (in module configuration_comparing_aggregation_algorithms) (in module configuration_sparse) update_like_exp4 (Policies.Aggregator.Aggregator attribute) updateNbPlayers() (PoliciesMultiPlayers.EstimateM.oneEstimateM method) upperbound_collisions() (Environment.MAB.MAB method) use_box_plot (Environment.Evaluator.Evaluator attribute) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers attribute) USE_BOX_PLOT (in module Environment.Evaluator) (in module Environment.EvaluatorMultiPlayers) USE_FULL_RESTART (in module configuration) USE_JOBLIB_FOR_POLICIES (in module Environment.Evaluator) (in module Environment.EvaluatorMultiPlayers) (in module Environment.EvaluatorSparseMultiPlayers) USE_LOCALIZATION (in module Policies.CD_UCB) (in module Policies.CUSUM_UCB) (in module Policies.GLR_UCB) use_localization (Policies.CD_UCB.UCBLCB_IndexPolicy attribute) (Policies.CUSUM_UCB.CUSUM_IndexPolicy attribute) (Policies.GLR_UCB.GLR_IndexPolicy attribute) (Policies.GLR_UCB.SubGaussianGLR_IndexPolicy attribute) USE_LOSSES (in module Policies.Aggregator) use_MOSS_index (Policies.klUCBswitch.klUCBswitch attribute) USE_NUMBA (in module Arms.usenumba) (in module Environment.usenumba) (in module Policies.usenumba) USE_PICKLE (in module Environment.Evaluator) (in module Environment.EvaluatorMultiPlayers) USE_UCB_FOR_SET_J (in module Policies.SparseWrapper) use_ucb_for_set_J (Policies.SparseWrapper.SparseWrapper attribute) USE_UCB_FOR_SET_K (in module Policies.SparseWrapper) use_ucb_for_set_K (Policies.SparseWrapper.SparseWrapper attribute) USE_UCB_FOR_SETS (in module Policies.SparseklUCB) use_ucb_for_sets (Policies.SparseklUCB.SparseklUCB attribute) useJoblib (Environment.Evaluator.Evaluator attribute) (Environment.EvaluatorMultiPlayers.EvaluatorMultiPlayers attribute) useJoblibForPolicies (Environment.Evaluator.Evaluator attribute) useRealDiscount (Policies.DiscountedUCB.DiscountedUCB attribute)

V

VARIANCE (in module configuration) (in module configuration_comparing_aggregation_algorithms) (in module configuration_comparing_doubling_algorithms) (in module configuration_markovian) (in module configuration_multiplayers) (in module configuration_multiplayers_nonstationary) (in module configuration_multiplayers_with_aggregation) (in module configuration_nonstationary) (in module configuration_sparse) (in module configuration_sparse_multiplayers) variance() (Policies.Posterior.Gauss.Gauss method)

varianceTerm (Policies.Exp3.Exp3ELM attribute) Vector (class in Environment.pykov) VERBOSE (in module Environment.MAB) (in module Policies.CD_UCB) (in module Policies.CUSUM_UCB) (in module Policies.Exp3R) (in module Policies.GLR_UCB) (in module Policies.LM_DSEE) (in module Policies.RandomizedIndexPolicy) very_simple_configuration (module) violin_or_box_plot() (in module Environment.plotsettings) VIRIDIS (in module Environment.plotsettings)

W

walk() (Environment.pykov.Chain method) walk_probability() (Environment.pykov.Chain method) weightedDistance() (in module Environment.sortedDistance) weights (Policies.Exp3.Exp3 attribute) (Policies.Exp3PlusPlus.Exp3PlusPlus attribute) (Policies.Exp3S.Exp3S attribute) (Policies.Hedge.Hedge attribute) (Policies.LearnExp.LearnExp attribute) when_did_it_leave (Policies.UCBimproved.UCBimproved attribute) WIDTH (in module complete_tree_exploration_for_MP_bandits) (in module Environment.plotsettings) WINDOW_SIZE (in module configuration_multiplayers_nonstationary) (in module Policies.Monitored_UCB) (in module configuration_nonstationary) window_size (Policies.Monitored_UCB.Monitored_IndexPolicy attribute) WITH_CHAIR (in module PoliciesMultiPlayers.RandTopM) (in module PoliciesMultiPlayers.RandTopMEst)

with_proba() (in module Environment.EvaluatorSparseMultiPlayers) (in module Policies.Posterior.with_proba) (in module Policies.with_proba) (in module PoliciesMultiPlayers.with_proba) withChair (PoliciesMultiPlayers.RandTopM.RandTopM attribute) (PoliciesMultiPlayers.RandTopMEst.RandTopMEst attribute) (PoliciesMultiPlayers.RandTopMEst.RandTopMEstPlus attribute) worst_Mbest() (PoliciesMultiPlayers.RandTopM.oneRandTopM method) worst_previous__and__current_Mbest() (PoliciesMultiPlayers.RandTopM.oneRandTopM method) wrapattr() (Environment.usetqdm.tqdm class method) wraplatex() (in module Environment.plotsettings) WrapRange (class in Policies.WrapRange) wraptext() (in module complete_tree_exploration_for_MP_bandits) (in module Environment.plotsettings) write() (Environment.usetqdm.tqdm class method) write_to_tuple() (in module complete_tree_exploration_for_MP_bandits) wSWA (class in Policies.SWA)

X

xi (Policies.Exp3PlusPlus.Exp3PlusPlus attribute)

Z

zeta_of_two (in module Policies.GLR_UCB)

ZOOM (in module Environment.MAB)

Index pages for specific object types:

• General Index
• Python Module Index