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Contents:
How to run the experiments ?
logs
Arms
Arms.kullback.eps
Arms.usenumba.USE_NUMBA
complete_tree_exploration_for_MP_bandits
complete_tree_exploration_for_MP_bandits.CONCISE
complete_tree_exploration_for_MP_bandits.FORMAT
complete_tree_exploration_for_MP_bandits.FULLHASH
complete_tree_exploration_for_MP_bandits.ONLYABSORBING
complete_tree_exploration_for_MP_bandits.ONLYLEAFS
complete_tree_exploration_for_MP_bandits.oo
complete_tree_exploration_for_MP_bandits.PLOT_DIR
complete_tree_exploration_for_MP_bandits.WIDTH
configuration
configuration.AMPLITUDE
configuration.CACHE_REWARDS
configuration.configuration
configuration.CPU_COUNT
configuration.DECREASE_RATE
configuration.DO_PARALLEL
configuration.ENVIRONMENT_BAYESIAN
configuration.EPSILON
configuration.HORIZON
configuration.LEARNING_RATE
configuration.LOWER
configuration.MEANS
configuration.N_JOBS
configuration.NB_ARMS
configuration.NB_BREAK_POINTS
configuration.nbArms
configuration.RANDOM_INVERT
configuration.RANDOM_SHUFFLE
configuration.REPETITIONS
configuration.TEMPERATURE
configuration.TEST_WrapRange
configuration.UNBIASED
configuration.UNBOUNDED_VARIANCE
configuration.UPDATE_ALL_CHILDREN
configuration.UPDATE_LIKE_EXP4
configuration.USE_FULL_RESTART
configuration.VARIANCE
configuration_all_singleplayer
configuration_all_singleplayer.AMPLITUDE
configuration_all_singleplayer.configuration
configuration_all_singleplayer.CPU_COUNT
configuration_all_singleplayer.DO_PARALLEL
configuration_all_singleplayer.ENVIRONMENT_BAYESIAN
configuration_all_singleplayer.EPSILON
configuration_all_singleplayer.HORIZON
configuration_all_singleplayer.LOWER
configuration_all_singleplayer.N_JOBS
configuration_all_singleplayer.NB_ARMS
configuration_all_singleplayer.nbArms
configuration_all_singleplayer.REPETITIONS
configuration_all_singleplayer.TEMPERATURE
configuration_all_singleplayer.UNBOUNDED_VARIANCE
configuration_all_singleplayer.USE_FULL_RESTART
configuration_all_singleplayer.VARIANCE
configuration_comparing_aggregation_algorithms
configuration_comparing_aggregation_algorithms.CACHE_REWARDS
configuration_comparing_aggregation_algorithms.configuration
configuration_comparing_aggregation_algorithms.DO_PARALLEL
configuration_comparing_aggregation_algorithms.HORIZON
configuration_comparing_aggregation_algorithms.MAXI
configuration_comparing_aggregation_algorithms.MINI
configuration_comparing_aggregation_algorithms.N_JOBS
configuration_comparing_aggregation_algorithms.NB_ARMS
configuration_comparing_aggregation_algorithms.NB_RANDOM_EVENTS
configuration_comparing_aggregation_algorithms.RANDOM_INVERT
configuration_comparing_aggregation_algorithms.RANDOM_SHUFFLE
configuration_comparing_aggregation_algorithms.REPETITIONS
configuration_comparing_aggregation_algorithms.SCALE
configuration_comparing_aggregation_algorithms.TRUNC
configuration_comparing_aggregation_algorithms.UNBIASED
configuration_comparing_aggregation_algorithms.UPDATE_ALL_CHILDREN
configuration_comparing_aggregation_algorithms.UPDATE_LIKE_EXP4
configuration_comparing_aggregation_algorithms.VARIANCE
configuration_comparing_doubling_algorithms
configuration_comparing_doubling_algorithms.amplitude
configuration_comparing_doubling_algorithms.configuration
configuration_comparing_doubling_algorithms.CPU_COUNT
configuration_comparing_doubling_algorithms.DO_PARALLEL
configuration_comparing_doubling_algorithms.HORIZON
configuration_comparing_doubling_algorithms.lower
configuration_comparing_doubling_algorithms.N_JOBS
configuration_comparing_doubling_algorithms.NB_ARMS
configuration_comparing_doubling_algorithms.REPETITIONS
configuration_comparing_doubling_algorithms.UNBOUNDED_VARIANCE
configuration_comparing_doubling_algorithms.VARIANCE
configuration_markovian
configuration_markovian.configuration
configuration_markovian.CPU_COUNT
configuration_markovian.DO_PARALLEL
configuration_markovian.HORIZON
configuration_markovian.N_JOBS
configuration_markovian.nbArms
configuration_markovian.REPETITIONS
configuration_markovian.TEST_Aggregator
configuration_markovian.VARIANCE
configuration_multiplayers
configuration_multiplayers.AMPLITUDE
configuration_multiplayers.CACHE_REWARDS
configuration_multiplayers.configuration
configuration_multiplayers.DO_PARALLEL
configuration_multiplayers.ENVIRONMENT_BAYESIAN
configuration_multiplayers.HORIZON
configuration_multiplayers.LOWER
configuration_multiplayers.MEANS
configuration_multiplayers.N_JOBS
configuration_multiplayers.NB_ARMS
configuration_multiplayers.NB_PLAYERS
configuration_multiplayers.nbArms
configuration_multiplayers.REPETITIONS
configuration_multiplayers.VARIANCE
configuration_multiplayers_with_aggregation
configuration_multiplayers_with_aggregation.AMPLITUDE
configuration_multiplayers_with_aggregation.CACHE_REWARDS
configuration_multiplayers_with_aggregation.configuration
configuration_multiplayers_with_aggregation.DO_PARALLEL
configuration_multiplayers_with_aggregation.ENVIRONMENT_BAYESIAN
configuration_multiplayers_with_aggregation.HORIZON
configuration_multiplayers_with_aggregation.LOWER
configuration_multiplayers_with_aggregation.MEANS
configuration_multiplayers_with_aggregation.N_JOBS
configuration_multiplayers_with_aggregation.NB_ARMS
configuration_multiplayers_with_aggregation.NB_PLAYERS
configuration_multiplayers_with_aggregation.nbArms
configuration_multiplayers_with_aggregation.REPETITIONS
configuration_multiplayers_with_aggregation.VARIANCE
configuration_nonstationary
configuration_nonstationary.AMPLITUDE
configuration_nonstationary.configuration
configuration_nonstationary.CPU_COUNT
configuration_nonstationary.DO_PARALLEL
configuration_nonstationary.HORIZON
configuration_nonstationary.LOWER
configuration_nonstationary.MEANS
configuration_nonstationary.N_JOBS
configuration_nonstationary.NB_ARMS
configuration_nonstationary.NB_BREAK_POINTS
configuration_nonstationary.nbArms
configuration_nonstationary.RANDOM_INVERT
configuration_nonstationary.RANDOM_SHUFFLE
configuration_nonstationary.REPETITIONS
configuration_nonstationary.VARIANCE
configuration_nonstationary.WINDOW_SIZE
configuration_sparse
configuration_sparse.AMPLITUDE
configuration_sparse.CACHE_REWARDS
configuration_sparse.configuration
configuration_sparse.DECREASE_RATE
configuration_sparse.DO_PARALLEL
configuration_sparse.ENVIRONMENT_BAYESIAN
configuration_sparse.HORIZON
configuration_sparse.ISSORTED
configuration_sparse.LEARNING_RATE
configuration_sparse.LOWER
configuration_sparse.LOWERNONZERO
configuration_sparse.MAXI
configuration_sparse.MEANS
configuration_sparse.MINI
configuration_sparse.N_JOBS
configuration_sparse.NB_ARMS
configuration_sparse.NB_RANDOM_EVENTS
configuration_sparse.RANDOM_INVERT
configuration_sparse.RANDOM_SHUFFLE
configuration_sparse.REPETITIONS
configuration_sparse.SCALE
configuration_sparse.SPARSITY
configuration_sparse.TEST_Aggregator
configuration_sparse.TRUNC
configuration_sparse.UNBIASED
configuration_sparse.UPDATE_ALL_CHILDREN
configuration_sparse.UPDATE_LIKE_EXP4
configuration_sparse.VARIANCE
configuration_sparse_multiplayers
configuration_sparse_multiplayers.ACTIVATION
configuration_sparse_multiplayers.ACTIVATIONS
configuration_sparse_multiplayers.configuration
configuration_sparse_multiplayers.DO_PARALLEL
configuration_sparse_multiplayers.HORIZON
configuration_sparse_multiplayers.MEANS
configuration_sparse_multiplayers.N_JOBS
configuration_sparse_multiplayers.NB_ARMS
configuration_sparse_multiplayers.NB_PLAYERS
configuration_sparse_multiplayers.nbArms
configuration_sparse_multiplayers.REPETITIONS
configuration_sparse_multiplayers.VARIANCE
env_client
env_client.default_configuration
Environment
Environment.CollisionModels.collision_models
Environment.CollisionModels.full_lost_if_collision
Environment.Evaluator.DELTA_T_PLOT
Environment.Evaluator.FINAL_RANKS_ON_AVERAGE
Environment.Evaluator.MAX_NB_OF_LABELS
Environment.Evaluator.MORE_ACCURATE
Environment.Evaluator.nb_break_points
Environment.Evaluator.plot_lowerbound
Environment.Evaluator.random_invert
Environment.Evaluator.random_shuffle
Environment.Evaluator.REPETITIONS
Environment.Evaluator.STORE_ALL_REWARDS
Environment.Evaluator.STORE_REWARDS_SQUARED
Environment.Evaluator.USE_JOBLIB_FOR_POLICIES
Environment.Evaluator.USE_PICKLE
Environment.EvaluatorMultiPlayers.COUNT_RANKS_MARKOV_CHAIN
Environment.EvaluatorMultiPlayers.DELTA_T_PLOT
Environment.EvaluatorMultiPlayers.FINAL_RANKS_ON_AVERAGE
Environment.EvaluatorMultiPlayers.MORE_ACCURATE
Environment.EvaluatorMultiPlayers.PICKLE_IT
Environment.EvaluatorMultiPlayers.plot_lowerbounds
Environment.EvaluatorMultiPlayers.REPETITIONS
Environment.EvaluatorMultiPlayers.USE_JOBLIB_FOR_POLICIES
Environment.EvaluatorSparseMultiPlayers.ACTIVATION
Environment.EvaluatorSparseMultiPlayers.DELTA_T_PLOT
Environment.EvaluatorSparseMultiPlayers.FINAL_RANKS_ON_AVERAGE
Environment.EvaluatorSparseMultiPlayers.MORE_ACCURATE
Environment.EvaluatorSparseMultiPlayers.PICKLE_IT
Environment.EvaluatorSparseMultiPlayers.REPETITIONS
Environment.EvaluatorSparseMultiPlayers.USE_JOBLIB_FOR_POLICIES
Environment.fairnessMeasures.fairness_mapping
Environment.MAB.RESTED
Environment.MAB.VERBOSE
Environment.notify.has_Notify
Environment.notify.ICON_PATH
Environment.notify.PROGRAM_NAME
Environment.plotsettings.BBOX_INCHES
Environment.plotsettings.DPI
Environment.plotsettings.FIGSIZE
Environment.plotsettings.FORMATS
Environment.plotsettings.HLS
Environment.plotsettings.MAXNBOFLABELINFIGURE
Environment.plotsettings.monthyear
Environment.plotsettings.PUTATRIGHT
Environment.plotsettings.SHRINKFACTOR
Environment.plotsettings.signature
Environment.plotsettings.VIRIDIS
Environment.plotsettings.WIDTH
Environment.usenumba.USE_NUMBA
example_of_configuration_multiplayers
example_of_configuration_multiplayers.AMPLITUDE
example_of_configuration_multiplayers.configuration
example_of_configuration_multiplayers.DO_PARALLEL
example_of_configuration_multiplayers.ENVIRONMENT_BAYESIAN
example_of_configuration_multiplayers.HORIZON
example_of_configuration_multiplayers.LOWER
example_of_configuration_multiplayers.MEANS
example_of_configuration_multiplayers.N_JOBS
example_of_configuration_multiplayers.NB_ARMS
example_of_configuration_multiplayers.NB_PLAYERS
example_of_configuration_multiplayers.nbArms
example_of_configuration_multiplayers.REPETITIONS
example_of_configuration_singleplayer
example_of_configuration_singleplayer.AMPLITUDE
example_of_configuration_singleplayer.configuration
example_of_configuration_singleplayer.DO_PARALLEL
example_of_configuration_singleplayer.ENVIRONMENT_BAYESIAN
example_of_configuration_singleplayer.HORIZON
example_of_configuration_singleplayer.LOWER
example_of_configuration_singleplayer.MEANS
example_of_configuration_singleplayer.N_JOBS
example_of_configuration_singleplayer.NB_ARMS
example_of_configuration_singleplayer.nbArms
example_of_configuration_singleplayer.REPETITIONS
main
main.averageOn
main.debug_memory
main.do_plots
main.finalRanksOnAverage
main.interactive
main.loglog
main.meanReward
main.normalizedRegret
main.PLOT_DIR
main.plotMaxMin
main.plotSTD
main.saveallfigs
main.semilogx
main.semilogy
main.USE_HD5
main.USE_PICKLE
main_multiplayers
main_multiplayers.averageRegret
main_multiplayers.debug_memory
main_multiplayers.do_plots
main_multiplayers.fairnessAmplitude
main_multiplayers.interactive
main_multiplayers.normalized
main_multiplayers.piechart
main_multiplayers.PLOT_DIR
main_multiplayers.saveallfigs
main_multiplayers.subTerms
main_multiplayers.USE_HD5
main_multiplayers.USE_PICKLE
main_multiplayers_more
main_multiplayers_more.averageRegret
main_multiplayers_more.debug_memory
main_multiplayers_more.do_comparison_plots
main_multiplayers_more.do_simple_plots
main_multiplayers_more.fairnessAmplitude
main_multiplayers_more.interactive
main_multiplayers_more.normalized
main_multiplayers_more.piechart
main_multiplayers_more.PLOT_DIR
main_multiplayers_more.saveallfigs
main_multiplayers_more.subTerms
main_multiplayers_more.USE_HD5
main_multiplayers_more.USE_PICKLE
main_sparse_multiplayers
main_sparse_multiplayers.averageRegret
main_sparse_multiplayers.do_comparison_plots
main_sparse_multiplayers.do_simple_plots
main_sparse_multiplayers.fairnessAmplitude
main_sparse_multiplayers.interactive
main_sparse_multiplayers.normalized
main_sparse_multiplayers.piechart
main_sparse_multiplayers.PLOT_DIR
main_sparse_multiplayers.saveallfigs
main_sparse_multiplayers.subTerms
main_sparse_multiplayers.USE_PICKLE
Policies
Policies.AdBandits.ALPHA
Policies.AdSwitch.Constant_C1
Policies.AdSwitch.Constant_C2
Policies.Aggregator.UNBIASED
Policies.Aggregator.UPDATE_ALL_CHILDREN
Policies.Aggregator.UPDATE_LIKE_EXP4
Policies.Aggregator.USE_LOSSES
Policies.ApproximatedFHGittins.ALPHA
Policies.ApproximatedFHGittins.DISTORTION_HORIZON
Policies.BasePolicy.CHECKBOUNDS
Policies.BESA.TOLERANCE
Policies.BoltzmannGumbel.SIGMA
Policies.CD_UCB.ALPHA_T1
Policies.CD_UCB.eps
Policies.CD_UCB.EPSILON
Policies.CD_UCB.EXPONENT_BETA
Policies.CD_UCB.FULL_RESTART_WHEN_REFRESH
Policies.CD_UCB.LAMBDA
Policies.CD_UCB.LAZY_DETECT_CHANGE_ONLY_X_STEPS
Policies.CD_UCB.LAZY_TRY_VALUE_S_ONLY_X_STEPS
Policies.CD_UCB.MIN_NUMBER_OF_OBSERVATION_BETWEEN_CHANGE_POINT
Policies.CD_UCB.PER_ARM_RESTART
Policies.CD_UCB.PROBA_RANDOM_EXPLORATION
Policies.CD_UCB.SubGaussianGLR_DELTA
Policies.CD_UCB.SubGaussianGLR_JOINT
Policies.CD_UCB.SubGaussianGLR_SIGMA
Policies.CD_UCB.VERBOSE
Policies.CORRAL.BROADCAST_ALL
Policies.CORRAL.UNBIASED
Policies.CPUCB.C
Policies.DiscountedBayesianIndexPolicy.GAMMA
Policies.DiscountedUCB.ALPHA
Policies.DiscountedUCB.GAMMA
Policies.DMED.GENUINE
Policies.DoublingTrickWrapper.ALPHA
Policies.DoublingTrickWrapper.alpha_for_Ti
Policies.DoublingTrickWrapper.ARITHMETIC_STEP
Policies.DoublingTrickWrapper.BETA
Policies.DoublingTrickWrapper.constant_c_for_the_functions_f
Policies.DoublingTrickWrapper.DEFAULT_FIRST_HORIZON
Policies.DoublingTrickWrapper.EXPONENTIAL_STEP
Policies.DoublingTrickWrapper.FAST_EXPONENTIAL_STEP
Policies.DoublingTrickWrapper.FULL_RESTART
Policies.DoublingTrickWrapper.GEOMETRIC_STEP
Policies.DoublingTrickWrapper.MAX_NB_OF_TRIALS
Policies.DoublingTrickWrapper.SLOW_EXPONENTIAL_STEP
Policies.EpsilonGreedy.C
Policies.EpsilonGreedy.D
Policies.EpsilonGreedy.DECREASINGRATE
Policies.EpsilonGreedy.EPSILON
Policies.Exp3.DELTA
Policies.Exp3.GAMMA
Policies.Exp3.UNBIASED
Policies.Exp3PlusPlus.ALPHA
Policies.Exp3PlusPlus.BETA
Policies.Exp3R.CONSTANT_C
Policies.Exp3R.VERBOSE
Policies.Experimentals.ThompsonRobust.AVERAGEON
Policies.Experimentals.UCBlog10alpha.ALPHA
Policies.Experimentals.UCBoost_faster.c
Policies.Experimentals.UnsupervisedLearning.FIT_EVERY
Policies.Experimentals.UnsupervisedLearning.MEAN_OF
Policies.Experimentals.UnsupervisedLearning.T0
Policies.ExploreThenCommit.ALPHA
Policies.ExploreThenCommit.GAP
Policies.Hedge.EPSILON
Policies.klUCB.c
Policies.klUCB.TOLERANCE
Policies.klucb_mapping
Policies.klUCBswitch.TOLERANCE
Policies.kullback.eps
Policies.LearnExp.ETA
Policies.LearnExp.UNBIASED
Policies.LM_DSEE.VERBOSE
Policies.Monitored_UCB.DELTA
Policies.Monitored_UCB.FULL_RESTART_WHEN_REFRESH
Policies.Monitored_UCB.PER_ARM_RESTART
Policies.MOSSAnytime.ALPHA
Policies.MusicalChairNoSensing.ConstantC
Policies.OCUCB.ETA
Policies.OCUCB.RHO
Policies.OCUCBH.ALPHA
Policies.OCUCBH.PSI
Policies.OracleSequentiallyRestartPolicy.FULL_RESTART_WHEN_REFRESH
Policies.OracleSequentiallyRestartPolicy.PER_ARM_RESTART
Policies.OracleSequentiallyRestartPolicy.RESET_FOR_ALL_CHANGE
Policies.OracleSequentiallyRestartPolicy.RESET_FOR_SUBOPTIMAL_CHANGE
Policies.OSSB.DECREASINGRATE
Policies.OSSB.EPSILON
Policies.OSSB.GAMMA
Policies.Posterior.DiscountedBeta.GAMMA
Policies.ProbabilityPursuit.BETA
Policies.SIC_MMAB.c
Policies.SIC_MMAB.TOLERANCE
Policies.SlidingWindowRestart.FULL_RESTART_WHEN_REFRESH
Policies.SlidingWindowRestart.TAU
Policies.SlidingWindowRestart.THRESHOLD
Policies.SlidingWindowUCB.DEFAULT_ALPHA
Policies.SlidingWindowUCB.TAU
Policies.Softmax.UNBIASED
Policies.SparseklUCB.c
Policies.SparseklUCB.USE_UCB_FOR_SETS
Policies.SparseUCB.ALPHA
Policies.SparseWrapper.ALPHA
Policies.SparseWrapper.USE_UCB_FOR_SET_J
Policies.SparseWrapper.USE_UCB_FOR_SET_K
Policies.SWHash_UCB.ALPHA
Policies.SWHash_UCB.LAMBDA
Policies.UCBalpha.ALPHA
Policies.UCBdagger.ALPHA
Policies.UCBimproved.ALPHA
Policies.UCBoost.c
Policies.UCBoost.CHECK_SOLUTION
Policies.UCBoost.eps
Policies.UCBoost.tolerance_with_upperbound
Policies.usenumba.USE_NUMBA
PoliciesMultiPlayers
PoliciesMultiPlayers.RandTopM.OPTIM_EXIT_IF_WORST_WAS_PICKED
PoliciesMultiPlayers.RandTopM.OPTIM_PICK_PREV_WORST_FIRST
PoliciesMultiPlayers.RandTopM.OPTIM_PICK_WORST_FIRST
PoliciesMultiPlayers.RandTopM.WITH_CHAIR
PoliciesMultiPlayers.RandTopMEst.OPTIM_EXIT_IF_WORST_WAS_PICKED
PoliciesMultiPlayers.RandTopMEst.OPTIM_PICK_PREV_WORST_FIRST
PoliciesMultiPlayers.RandTopMEst.OPTIM_PICK_WORST_FIRST
PoliciesMultiPlayers.RandTopMEst.WITH_CHAIR
PoliciesMultiPlayers.rhoLearn.CHANGE_RANK_EACH_STEP
PoliciesMultiPlayers.rhoLearnExp3.CHANGE_RANK_EACH_STEP
PoliciesMultiPlayers.rhoRandALOHA.ALPHA_P0
PoliciesMultiPlayers.rhoRandALOHA.FORCE_CHANGE
PoliciesMultiPlayers.rhoRandALOHA.P0
PoliciesMultiPlayers.rhoRandSticky.STICKY_TIME
PoliciesMultiPlayers.Selfish.PENALTY
policy_server
policy_server.default_configuration
very_simple_configuration
very_simple_configuration.configuration