Index

A

actions() (banditpylib.learners.CollaborativeAgent method) (banditpylib.learners.linear_bandit_learner.LinUCB method) (banditpylib.learners.mab_fbbai_learner.SH method) (banditpylib.learners.mab_fbbai_learner.SR method) (banditpylib.learners.mab_fbbai_learner.Uniform method) (banditpylib.learners.mab_fcbai_learner.ExpGap method) (banditpylib.learners.mab_fcbai_learner.LilUCBHeuristic method) (banditpylib.learners.mab_learner.EpsGreedy method) (banditpylib.learners.mab_learner.EXP3 method) (banditpylib.learners.mab_learner.ExploreThenCommit method) (banditpylib.learners.mab_learner.MOSS method) (banditpylib.learners.mab_learner.Softmax method) (banditpylib.learners.mab_learner.ThompsonSampling method) (banditpylib.learners.mab_learner.UCB method) (banditpylib.learners.mab_learner.UCBV method) (banditpylib.learners.mab_learner.Uniform method) (banditpylib.learners.mnl_bandit_learner.EpsGreedy method) (banditpylib.learners.mnl_bandit_learner.ThompsonSampling method) (banditpylib.learners.mnl_bandit_learner.UCB method) (banditpylib.learners.SinglePlayerLearner method) (banditpylib.learners.thresholding_bandit_learner.APT method) (banditpylib.learners.thresholding_bandit_learner.Uniform method)

agents (banditpylib.learners.CollaborativeLearner property) alpha (banditpylib.bandits.CvarReward property) APT (class in banditpylib.learners.thresholding_bandit_learner) argmax_or_min() (in module banditpylib) argmax_or_min_tuple() (in module banditpylib) Arm (class in banditpylib.arms) arm_num (banditpylib.bandits.ContextGenerator property) (banditpylib.bandits.ContextualBandit property) (banditpylib.bandits.LinearBandit property) (banditpylib.bandits.MultiArmedBandit property) (banditpylib.bandits.ThresholdingBandit property) (banditpylib.learners.linear_bandit_learner.LinearBanditLearner property) (banditpylib.learners.mab_fbbai_learner.MABFixedBudgetBAILearner property) (banditpylib.learners.mab_fcbai_learner.MABFixedConfidenceBAILearner property) (banditpylib.learners.mab_learner.MABLearner property) (banditpylib.learners.thresholding_bandit_learner.ThresholdingBanditLearner property)

B

Bandit (class in banditpylib.bandits) banditpylib module banditpylib.arms module banditpylib.bandits module banditpylib.learners module banditpylib.learners.linear_bandit_learner module banditpylib.learners.mab_collaborative_ftbai_learner module banditpylib.learners.mab_fbbai_learner module banditpylib.learners.mab_fcbai_learner module

banditpylib.learners.mab_learner module banditpylib.learners.mnl_bandit_learner module banditpylib.learners.thresholding_bandit_learner module banditpylib.protocols module BernoulliArm (class in banditpylib.arms) best_arm (banditpylib.learners.mab_fbbai_learner.MABFixedBudgetBAILearner property) (banditpylib.learners.mab_fbbai_learner.SH property) (banditpylib.learners.mab_fbbai_learner.SR property) (banditpylib.learners.mab_fbbai_learner.Uniform property) (banditpylib.learners.mab_fcbai_learner.ExpGap property) (banditpylib.learners.mab_fcbai_learner.LilUCBHeuristic property) (banditpylib.learners.mab_fcbai_learner.MABFixedConfidenceBAILearner property) broadcast() (banditpylib.learners.CollaborativeAgent method) budget (banditpylib.learners.mab_fbbai_learner.MABFixedBudgetBAILearner property)

C

calc() (banditpylib.bandits.CvarReward method) (banditpylib.bandits.MeanReward method) (banditpylib.bandits.Reward method) card_limit (banditpylib.bandits.MNLBandit property) (banditpylib.learners.mnl_bandit_learner.MNLBanditLearner property) CollaborativeAgent (class in banditpylib.learners) CollaborativeLearner (class in banditpylib.learners) CollaborativeLearningProtocol (class in banditpylib.protocols) CollaborativeMaster (class in banditpylib.learners) confidence (banditpylib.learners.mab_fcbai_learner.MABFixedConfidenceBAILearner property)

context (banditpylib.bandits.Bandit property) (banditpylib.bandits.ContextualBandit property) (banditpylib.bandits.LinearBandit property) (banditpylib.bandits.MNLBandit property) (banditpylib.bandits.MultiArmedBandit property) (banditpylib.bandits.ThresholdingBandit property) context() (banditpylib.bandits.ContextGenerator method) (banditpylib.bandits.RandomContextGenerator method) ContextGenerator (class in banditpylib.bandits) ContextualBandit (class in banditpylib.bandits) CvarReward (class in banditpylib.bandits)

D

dimension (banditpylib.bandits.ContextGenerator property)

E

elimination() (banditpylib.learners.CollaborativeMaster method) em_mean (banditpylib.arms.PseudoArm property) em_std (banditpylib.arms.PseudoArm property) em_var (banditpylib.arms.PseudoArm property)

EpsGreedy (class in banditpylib.learners.mab_learner) (class in banditpylib.learners.mnl_bandit_learner) EXP3 (class in banditpylib.learners.mab_learner) ExpGap (class in banditpylib.learners.mab_fcbai_learner) ExploreThenCommit (class in banditpylib.learners.mab_learner)

F

features (banditpylib.bandits.LinearBandit property) feed() (banditpylib.bandits.Bandit method) (banditpylib.bandits.ContextualBandit method) (banditpylib.bandits.LinearBandit method) (banditpylib.bandits.MNLBandit method) (banditpylib.bandits.MultiArmedBandit method) (banditpylib.bandits.ThresholdingBandit method)

G

GaussianArm (class in banditpylib.arms) goal (banditpylib.learners.Learner property) (banditpylib.learners.linear_bandit_learner.LinearBanditLearner property) (banditpylib.learners.mab_collaborative_ftbai_learner.MABCollaborativeFixedTimeBAILearner property) (banditpylib.learners.mab_fbbai_learner.MABFixedBudgetBAILearner property) (banditpylib.learners.mab_fcbai_learner.MABFixedConfidenceBAILearner property) (banditpylib.learners.mab_learner.MABLearner property) (banditpylib.learners.mnl_bandit_learner.MNLBanditLearner property) (banditpylib.learners.thresholding_bandit_learner.APT property) (banditpylib.learners.thresholding_bandit_learner.Uniform property)

Goal (class in banditpylib.learners)

I

IdentifyBestArm (class in banditpylib.learners)

initial_arm_assignment() (banditpylib.learners.CollaborativeMaster method)

L

Learner (class in banditpylib.learners) LilUCBHeuristic (class in banditpylib.learners.mab_fcbai_learner) LilUCBHeuristicCollaborative (class in banditpylib.learners.mab_collaborative_ftbai_learner)

LinearBandit (class in banditpylib.bandits) LinearBanditLearner (class in banditpylib.learners.linear_bandit_learner) LinUCB (class in banditpylib.learners.linear_bandit_learner) local_search_best_assortment() (in module banditpylib.bandits)

M

MABCollaborativeFixedTimeBAILearner (class in banditpylib.learners.mab_collaborative_ftbai_learner) MABFixedBudgetBAILearner (class in banditpylib.learners.mab_fbbai_learner) MABFixedConfidenceBAILearner (class in banditpylib.learners.mab_fcbai_learner) MABLearner (class in banditpylib.learners.mab_learner) MakeAllAnswersCorrect (class in banditpylib.learners) master (banditpylib.learners.CollaborativeLearner property) MaximizeCorrectAnswers (class in banditpylib.learners) MaximizeTotalRewards (class in banditpylib.learners) mean (banditpylib.arms.BernoulliArm property) (banditpylib.arms.GaussianArm property) (banditpylib.arms.StochasticArm property) MeanReward (class in banditpylib.bandits) MNLBandit (class in banditpylib.bandits) MNLBanditLearner (class in banditpylib.learners.mnl_bandit_learner)

module banditpylib banditpylib.arms banditpylib.bandits banditpylib.learners banditpylib.learners.linear_bandit_learner banditpylib.learners.mab_collaborative_ftbai_learner banditpylib.learners.mab_fbbai_learner banditpylib.learners.mab_fcbai_learner banditpylib.learners.mab_learner banditpylib.learners.mnl_bandit_learner banditpylib.learners.thresholding_bandit_learner banditpylib.protocols MOSS (class in banditpylib.learners.mab_learner) MultiArmedBandit (class in banditpylib.bandits)

N

name (banditpylib.arms.Arm property) (banditpylib.bandits.Bandit property) (banditpylib.bandits.ContextGenerator property) (banditpylib.bandits.ContextualBandit property) (banditpylib.bandits.CvarReward property) (banditpylib.bandits.LinearBandit property) (banditpylib.bandits.MeanReward property) (banditpylib.bandits.MNLBandit property) (banditpylib.bandits.MultiArmedBandit property) (banditpylib.bandits.RandomContextGenerator property) (banditpylib.bandits.Reward property) (banditpylib.bandits.ThresholdingBandit property) (banditpylib.learners.CollaborativeAgent property) (banditpylib.learners.CollaborativeMaster property) (banditpylib.learners.Goal property) (banditpylib.learners.IdentifyBestArm property) (banditpylib.learners.Learner property) (banditpylib.learners.MakeAllAnswersCorrect property) (banditpylib.learners.MaximizeCorrectAnswers property) (banditpylib.learners.MaximizeTotalRewards property) (banditpylib.protocols.CollaborativeLearningProtocol property) (banditpylib.protocols.Protocol property) (banditpylib.protocols.SinglePlayerProtocol property)

P

parse_trials_from_bytes() (in module banditpylib) play() (banditpylib.protocols.Protocol method) preference_params (banditpylib.bandits.Reward property) product_num (banditpylib.bandits.MNLBandit property) (banditpylib.learners.mnl_bandit_learner.MNLBanditLearner property)

Protocol (class in banditpylib.protocols) PseudoArm (class in banditpylib.arms) pull() (banditpylib.arms.BernoulliArm method) (banditpylib.arms.GaussianArm method) (banditpylib.arms.StochasticArm method)

R

random_neighbors (banditpylib.learners.mnl_bandit_learner.MNLBanditLearner property) RandomContextGenerator (class in banditpylib.bandits) regret() (banditpylib.bandits.Bandit method) (banditpylib.bandits.ContextualBandit method) (banditpylib.bandits.LinearBandit method) (banditpylib.bandits.MNLBandit method) (banditpylib.bandits.MultiArmedBandit method) (banditpylib.bandits.ThresholdingBandit method) reset() (banditpylib.arms.PseudoArm method) (banditpylib.bandits.Bandit method) (banditpylib.bandits.ContextGenerator method) (banditpylib.bandits.ContextualBandit method) (banditpylib.bandits.LinearBandit method) (banditpylib.bandits.MNLBandit method) (banditpylib.bandits.MultiArmedBandit method) (banditpylib.bandits.RandomContextGenerator method) (banditpylib.bandits.ThresholdingBandit method) (banditpylib.learners.CollaborativeAgent method) (banditpylib.learners.CollaborativeLearner method) (banditpylib.learners.CollaborativeMaster method) (banditpylib.learners.Learner method) (banditpylib.learners.linear_bandit_learner.LinUCB method) (banditpylib.learners.mab_fbbai_learner.SH method) (banditpylib.learners.mab_fbbai_learner.SR method) (banditpylib.learners.mab_fbbai_learner.Uniform method) (banditpylib.learners.mab_fcbai_learner.ExpGap method) (banditpylib.learners.mab_fcbai_learner.LilUCBHeuristic method) (banditpylib.learners.mab_learner.EpsGreedy method) (banditpylib.learners.mab_learner.EXP3 method) (banditpylib.learners.mab_learner.ExploreThenCommit method) (banditpylib.learners.mab_learner.MOSS method) (banditpylib.learners.mab_learner.Softmax method) (banditpylib.learners.mab_learner.ThompsonSampling method) (banditpylib.learners.mab_learner.UCB method) (banditpylib.learners.mab_learner.UCBV method) (banditpylib.learners.mab_learner.Uniform method) (banditpylib.learners.mnl_bandit_learner.EpsGreedy method) (banditpylib.learners.mnl_bandit_learner.ThompsonSampling method) (banditpylib.learners.mnl_bandit_learner.UCB method) (banditpylib.learners.thresholding_bandit_learner.APT method) (banditpylib.learners.thresholding_bandit_learner.Uniform method)

revenues (banditpylib.bandits.MNLBandit property) (banditpylib.bandits.Reward property) (banditpylib.learners.mnl_bandit_learner.MNLBanditLearner property) reward (banditpylib.learners.mnl_bandit_learner.MNLBanditLearner property) Reward (class in banditpylib.bandits) running_environment (banditpylib.learners.Learner property) (banditpylib.learners.linear_bandit_learner.LinearBanditLearner property) (banditpylib.learners.mab_collaborative_ftbai_learner.MABCollaborativeFixedTimeBAILearner property) (banditpylib.learners.mab_fbbai_learner.MABFixedBudgetBAILearner property) (banditpylib.learners.mab_fcbai_learner.MABFixedConfidenceBAILearner property) (banditpylib.learners.mab_learner.MABLearner property) (banditpylib.learners.mnl_bandit_learner.MNLBanditLearner property) (banditpylib.learners.thresholding_bandit_learner.ThresholdingBanditLearner property)

S

search_best_assortment() (in module banditpylib.bandits) set_input_arms() (banditpylib.learners.CollaborativeAgent method) set_preference_params() (banditpylib.bandits.Reward method) set_revenues() (banditpylib.bandits.Reward method) SH (class in banditpylib.learners.mab_fbbai_learner) SinglePlayerLearner (class in banditpylib.learners)

SinglePlayerProtocol (class in banditpylib.protocols) Softmax (class in banditpylib.learners.mab_learner) SR (class in banditpylib.learners.mab_fbbai_learner) stage (banditpylib.learners.mab_fcbai_learner.ExpGap property) std (banditpylib.arms.GaussianArm property) StochasticArm (class in banditpylib.arms)

T

ThompsonSampling (class in banditpylib.learners.mab_learner) (class in banditpylib.learners.mnl_bandit_learner) ThresholdingBandit (class in banditpylib.bandits)

ThresholdingBanditLearner (class in banditpylib.learners.thresholding_bandit_learner) total_pulls (banditpylib.arms.PseudoArm property) total_rewards (banditpylib.arms.PseudoArm property) trials_to_dataframe() (in module banditpylib)

U

UCB (class in banditpylib.learners.mab_learner) (class in banditpylib.learners.mnl_bandit_learner) UCBV (class in banditpylib.learners.mab_learner) Uniform (class in banditpylib.learners.mab_fbbai_learner) (class in banditpylib.learners.mab_learner) (class in banditpylib.learners.thresholding_bandit_learner) update() (banditpylib.arms.PseudoArm method) (banditpylib.learners.CollaborativeAgent method) (banditpylib.learners.linear_bandit_learner.LinUCB method) (banditpylib.learners.mab_fbbai_learner.SH method) (banditpylib.learners.mab_fbbai_learner.SR method) (banditpylib.learners.mab_fbbai_learner.Uniform method) (banditpylib.learners.mab_fcbai_learner.ExpGap method) (banditpylib.learners.mab_fcbai_learner.LilUCBHeuristic method) (banditpylib.learners.mab_learner.EpsGreedy method) (banditpylib.learners.mab_learner.EXP3 method) (banditpylib.learners.mab_learner.ExploreThenCommit method) (banditpylib.learners.mab_learner.MOSS method) (banditpylib.learners.mab_learner.Softmax method) (banditpylib.learners.mab_learner.ThompsonSampling method) (banditpylib.learners.mab_learner.UCB method) (banditpylib.learners.mab_learner.UCBV method) (banditpylib.learners.mab_learner.Uniform method) (banditpylib.learners.mnl_bandit_learner.EpsGreedy method) (banditpylib.learners.mnl_bandit_learner.ThompsonSampling method) (banditpylib.learners.mnl_bandit_learner.UCB method) (banditpylib.learners.SinglePlayerLearner method) (banditpylib.learners.thresholding_bandit_learner.APT method) (banditpylib.learners.thresholding_bandit_learner.Uniform method)

use_local_search (banditpylib.learners.mnl_bandit_learner.MNLBanditLearner property)