Index

A

actions (pybandits.actions_manager.ActionsManager attribute) (pybandits.actions_manager.CmabActionsManager attribute), [1], [2], [3], [4] (pybandits.actions_manager.SmabActionsManager attribute), [1], [2], [3], [4] actions_manager (pybandits.cmab.BaseCmabBernoulli attribute) (pybandits.cmab.BaseCmabBernoulliMO attribute) (pybandits.cmab.CmabBernoulli attribute) (pybandits.cmab.CmabBernoulliBAI attribute) (pybandits.cmab.CmabBernoulliCC attribute) (pybandits.cmab.CmabBernoulliMO attribute) (pybandits.cmab.CmabBernoulliMOCC attribute) (pybandits.smab.BaseSmabBernoulli attribute) (pybandits.smab.SmabBernoulli attribute) (pybandits.smab.SmabBernoulliBAI attribute) (pybandits.smab.SmabBernoulliCC attribute) (pybandits.smab.SmabBernoulliMO attribute) (pybandits.smab.SmabBernoulliMOCC attribute)

actions_with_change (pybandits.actions_manager.ActionsManager attribute) (pybandits.actions_manager.CmabActionsManager attribute), [1], [2], [3] (pybandits.actions_manager.SmabActionsManager attribute), [1], [2], [3] ActionsManager (class in pybandits.actions_manager) activation (pybandits.model.BaseBayesianNeuralNetwork attribute) all_actions_have_same_number_of_objectives() (pybandits.actions_manager.SmabActionsManager class method), [1], [2], [3], [4] alpha (pybandits.offline_policy_estimator.BaseOfflinePolicyEstimator attribute) approx_history (pybandits.model.BaseBayesianNeuralNetwork property) arbitrary_types_allowed (pybandits.model.BaseBayesianNeuralNetwork.Config attribute) at_least_one_action_is_defined() (pybandits.actions_manager.ActionsManager class method)

B

BalancedInverseProbabilityWeighting (class in pybandits.offline_policy_estimator) base_model_cold_start_kwargs (pybandits.quantitative_model.BaseCmabZoomingModel attribute) BaseBayesianNeuralNetwork (class in pybandits.model) BaseBayesianNeuralNetwork.Config (class in pybandits.model) BaseBayesianNeuralNetworkMO (class in pybandits.model) BaseBeta (class in pybandits.model) BaseBetaMO (class in pybandits.model) BaseCmabBernoulli (class in pybandits.cmab) BaseCmabBernoulliMO (class in pybandits.cmab) BaseCmabZoomingModel (class in pybandits.quantitative_model) BaseLocationScaleArray (class in pybandits.model) BaseOfflinePolicyEstimator (class in pybandits.offline_policy_estimator) BaseQuantitativeBayesianNeuralNetwork (class in pybandits.quantitative_model) BaseSmabBernoulli (class in pybandits.smab) BaseSmabZoomingModel (class in pybandits.quantitative_model) BaseStrategy (class in pybandits.strategy) batch_size (pybandits.cmab_simulator.CmabSimulator attribute)

BayesianLogisticRegression (class in pybandits.model) BayesianLogisticRegressionCC (class in pybandits.model) BayesianNeuralNetwork (class in pybandits.model) BayesianNeuralNetworkCC (class in pybandits.model) BayesianNeuralNetworkMO (class in pybandits.model) BayesianNeuralNetworkMOCC (class in pybandits.model) BestActionIdentificationBandit (class in pybandits.strategy) Beta (class in pybandits.model) BetaCC (class in pybandits.model) BetaMO (class in pybandits.model) BetaMOCC (class in pybandits.model) bias (pybandits.model.BnnLayerParams attribute) bias_var_name (pybandits.model.BaseBayesianNeuralNetwork attribute) bnn (pybandits.quantitative_model.BaseQuantitativeBayesianNeuralNetwork attribute) bnn_layer_params (pybandits.model.BnnParams attribute) bnn_layer_params_init (pybandits.model.BnnParams attribute) BnnLayerParams (class in pybandits.model) BnnParams (class in pybandits.model)

C

cardinality (pybandits.model.CategoricalFeatureConfig attribute) categorical_features_configs (pybandits.model.FeaturesConfig attribute) CategoricalFeatureConfig (class in pybandits.model) check_context_matrix() (pybandits.model.BaseBayesianNeuralNetwork method) check_models() (pybandits.actions_manager.CmabActionsManager class method), [1], [2], [3], [4] ClassicBandit (class in pybandits.strategy) CmabActionsManager (class in pybandits.actions_manager), [1], [2], [3], [4] CmabActionsManagerCC (in module pybandits.actions_manager) CmabActionsManagerMO (in module pybandits.actions_manager) CmabActionsManagerMOCC (in module pybandits.actions_manager) CmabActionsManagerSO (in module pybandits.actions_manager) CmabBernoulli (class in pybandits.cmab) CmabBernoulliBAI (class in pybandits.cmab) CmabBernoulliCC (class in pybandits.cmab) CmabBernoulliMO (class in pybandits.cmab) CmabBernoulliMOCC (class in pybandits.cmab) CmabSimulator (class in pybandits.cmab_simulator), [1]

CmabZoomingModel (class in pybandits.quantitative_model) CmabZoomingModelCC (class in pybandits.quantitative_model) cold_start() (pybandits.model.BaseBayesianNeuralNetwork class method) (pybandits.model.BaseBayesianNeuralNetworkMO class method) (pybandits.model.BaseBetaMO class method) (pybandits.model.BaseLocationScaleArray class method) (pybandits.model.EmbeddingParams class method) (pybandits.quantitative_model.BaseQuantitativeBayesianNeuralNetwork class method) (pybandits.quantitative_model.ZoomingModel class method) column_index (pybandits.model.CategoricalFeatureConfig attribute) comparison_threshold (pybandits.quantitative_model.ZoomingModel attribute) context (pybandits.cmab_simulator.CmabSimulator attribute), [1] cost (pybandits.model.ModelCC attribute) (pybandits.quantitative_model.QuantitativeModelCC attribute) CostControlBandit (class in pybandits.strategy) CostControlStrategy (class in pybandits.strategy) create_model_params() (pybandits.model.BaseBayesianNeuralNetwork class method) create_update_model() (pybandits.model.BaseBayesianNeuralNetwork method)

D

delta (pybandits.actions_manager.ActionsManager attribute) (pybandits.actions_manager.CmabActionsManager attribute), [1], [2], [3] (pybandits.actions_manager.SmabActionsManager attribute), [1], [2], [3] deserialize_cost() (pybandits.quantitative_model.QuantitativeModelCC class method) deserialize_sub_actions() (pybandits.quantitative_model.ZoomingModel class method) diff_type (pybandits.model.EarlyStopping attribute)

dimension (pybandits.quantitative_model.QuantitativeModel attribute) (pybandits.quantitative_model.ZoomingModel attribute) DirectMethod (class in pybandits.offline_policy_estimator) DoublyRobust (class in pybandits.offline_policy_estimator) DoublyRobustWithOptimisticShrinkage (class in pybandits.offline_policy_estimator) DoublyRobustWithPessimisticShrinkage (class in pybandits.offline_policy_estimator)

E

EarlyStopping (class in pybandits.model) embedding_dim (pybandits.model.CategoricalFeatureConfig attribute) embedding_params (pybandits.model.BnnParams attribute) embedding_params_init (pybandits.model.BnnParams attribute) EmbeddingParams (class in pybandits.model) embeddings (pybandits.model.EmbeddingParams attribute) embeddings_init (pybandits.model.EmbeddingParams attribute) encode_cost() (pybandits.quantitative_model.QuantitativeModelCC method) estimate_policy_value_with_confidence_interval() (pybandits.offline_policy_estimator.BaseOfflinePolicyEstimator method)

estimate_sample_rewards() (pybandits.offline_policy_estimator.BalancedInverseProbabilityWeighting method) (pybandits.offline_policy_estimator.BaseOfflinePolicyEstimator method) (pybandits.offline_policy_estimator.DirectMethod method) (pybandits.offline_policy_estimator.GeneralizedDoublyRobust method) (pybandits.offline_policy_estimator.GeneralizedInverseProbabilityWeighting method) (pybandits.offline_policy_estimator.InverseProbabilityWeighting method) (pybandits.offline_policy_estimator.ReplayMethod method) (pybandits.offline_policy_estimator.SelfNormalizedInverseProbabilityWeighting method) exploit_p (pybandits.strategy.BestActionIdentificationBandit attribute) extract_sample() (pybandits.model.BaseBayesianNeuralNetwork static method)

F

feature_config (pybandits.model.BaseBayesianNeuralNetwork attribute) FeaturesConfig (class in pybandits.model)

file_prefix (pybandits.cmab_simulator.CmabSimulator attribute) forward_pass() (pybandits.model.BaseBayesianNeuralNetwork method)

G

GeneralizedDoublyRobust (class in pybandits.offline_policy_estimator) GeneralizedInverseProbabilityWeighting (class in pybandits.offline_policy_estimator) get_embedding_var_name() (pybandits.model.BaseBayesianNeuralNetwork class method) get_layer_params_name() (pybandits.model.BaseBayesianNeuralNetwork class method)

get_prerequisites() (pybandits.strategy.ClassicBandit method) (pybandits.strategy.CostControlBandit method) (pybandits.strategy.SingleObjectiveStrategy method) group (pybandits.cmab_simulator.CmabSimulator attribute), [1]

H

has_categorical (pybandits.model.FeaturesConfig property)

hidden_dim_list (pybandits.model.BaseBayesianNeuralNetwork property) (pybandits.model.BaseBayesianNeuralNetworkMO property)

I

input_dim (pybandits.cmab.BaseCmabBernoulli property) (pybandits.model.BaseBayesianNeuralNetwork property) (pybandits.model.BaseBayesianNeuralNetworkMO property) (pybandits.quantitative_model.BaseCmabZoomingModel property) (pybandits.quantitative_model.BaseQuantitativeBayesianNeuralNetwork property)

intervals (pybandits.quantitative_model.Segment attribute) intervals_array (pybandits.quantitative_model.Segment property) InverseProbabilityWeighting (class in pybandits.offline_policy_estimator) is_adjacent() (pybandits.quantitative_model.Segment method) is_similar_performance() (pybandits.quantitative_model.ZoomingModel method)

M

mab (pybandits.cmab_simulator.CmabSimulator attribute), [1] (pybandits.smab_simulator.SmabSimulator attribute) maximum_memory_length (pybandits.actions_manager.ActionsManager property) maxs (pybandits.quantitative_model.Segment property) maybe_convert_list_to_array() (pybandits.model.BaseLocationScaleArray static method) mins (pybandits.quantitative_model.Segment property) Model (class in pybandits.model) model_config (pybandits.actions_manager.ActionsManager attribute) (pybandits.actions_manager.CmabActionsManager attribute), [1], [2], [3], [4] (pybandits.actions_manager.SmabActionsManager attribute), [1], [2], [3], [4] (pybandits.cmab.BaseCmabBernoulli attribute) (pybandits.cmab.BaseCmabBernoulliMO attribute) (pybandits.cmab.CmabBernoulli attribute) (pybandits.cmab.CmabBernoulliBAI attribute) (pybandits.cmab.CmabBernoulliCC attribute) (pybandits.cmab.CmabBernoulliMO attribute) (pybandits.cmab.CmabBernoulliMOCC attribute) (pybandits.cmab_simulator.CmabSimulator attribute), [1] (pybandits.model.BaseBayesianNeuralNetwork attribute) (pybandits.model.BaseBayesianNeuralNetworkMO attribute) (pybandits.model.BaseBeta attribute) (pybandits.model.BaseBetaMO attribute) (pybandits.model.BaseLocationScaleArray attribute) (pybandits.model.BayesianLogisticRegression attribute) (pybandits.model.BayesianLogisticRegressionCC attribute) (pybandits.model.BayesianNeuralNetwork attribute) (pybandits.model.BayesianNeuralNetworkCC attribute) (pybandits.model.BayesianNeuralNetworkMO attribute) (pybandits.model.BayesianNeuralNetworkMOCC attribute) (pybandits.model.Beta attribute) (pybandits.model.BetaCC attribute) (pybandits.model.BetaMO attribute) (pybandits.model.BetaMOCC attribute) (pybandits.model.BnnLayerParams attribute) (pybandits.model.BnnParams attribute) (pybandits.model.CategoricalFeatureConfig attribute) (pybandits.model.EarlyStopping attribute) (pybandits.model.EmbeddingParams attribute) (pybandits.model.FeaturesConfig attribute) (pybandits.model.Model attribute) (pybandits.model.ModelCC attribute) (pybandits.model.ModelMO attribute) (pybandits.model.NormalArray attribute) (pybandits.model.StudentTArray attribute) (pybandits.offline_policy_estimator.BalancedInverseProbabilityWeighting attribute) (pybandits.offline_policy_estimator.BaseOfflinePolicyEstimator attribute) (pybandits.offline_policy_estimator.DirectMethod attribute) (pybandits.offline_policy_estimator.DoublyRobust attribute) (pybandits.offline_policy_estimator.DoublyRobustWithOptimisticShrinkage attribute) (pybandits.offline_policy_estimator.DoublyRobustWithPessimisticShrinkage attribute) (pybandits.offline_policy_estimator.GeneralizedDoublyRobust attribute) (pybandits.offline_policy_estimator.GeneralizedInverseProbabilityWeighting attribute) (pybandits.offline_policy_estimator.InverseProbabilityWeighting attribute) (pybandits.offline_policy_estimator.ReplayMethod attribute) (pybandits.offline_policy_estimator.SelfNormalizedDoublyRobust attribute) (pybandits.offline_policy_estimator.SelfNormalizedInverseProbabilityWeighting attribute) (pybandits.offline_policy_estimator.SubGaussianDoublyRobust attribute) (pybandits.offline_policy_estimator.SubGaussianInverseProbabilityWeighting attribute) (pybandits.offline_policy_estimator.SwitchDoublyRobust attribute) (pybandits.quantitative_model.BaseCmabZoomingModel attribute) (pybandits.quantitative_model.BaseQuantitativeBayesianNeuralNetwork attribute) (pybandits.quantitative_model.BaseSmabZoomingModel attribute) (pybandits.quantitative_model.CmabZoomingModel attribute) (pybandits.quantitative_model.CmabZoomingModelCC attribute) (pybandits.quantitative_model.QuantitativeBayesianNeuralNetwork attribute) (pybandits.quantitative_model.QuantitativeBayesianNeuralNetworkCC attribute) (pybandits.quantitative_model.QuantitativeModel attribute) (pybandits.quantitative_model.QuantitativeModelCC attribute) (pybandits.quantitative_model.Segment attribute) (pybandits.quantitative_model.SmabZoomingModel attribute) (pybandits.quantitative_model.SmabZoomingModelCC attribute) (pybandits.quantitative_model.ZoomingModel attribute) (pybandits.smab.BaseSmabBernoulli attribute) (pybandits.smab.SmabBernoulli attribute) (pybandits.smab.SmabBernoulliBAI attribute) (pybandits.smab.SmabBernoulliCC attribute) (pybandits.smab.SmabBernoulliMO attribute) (pybandits.smab.SmabBernoulliMOCC attribute) (pybandits.smab_simulator.SmabSimulator attribute) (pybandits.strategy.BaseStrategy attribute) (pybandits.strategy.BestActionIdentificationBandit attribute) (pybandits.strategy.ClassicBandit attribute) (pybandits.strategy.CostControlBandit attribute) (pybandits.strategy.CostControlStrategy attribute) (pybandits.strategy.MultiObjectiveBandit attribute) (pybandits.strategy.MultiObjectiveCostControlBandit attribute) (pybandits.strategy.MultiObjectiveStrategy attribute) (pybandits.strategy.SingleObjectiveStrategy attribute)

model_params (pybandits.model.BaseBayesianNeuralNetwork attribute) model_post_init() (pybandits.cmab.BaseCmabBernoulli method) (pybandits.cmab.BaseCmabBernoulliMO method) (pybandits.cmab.CmabBernoulli method) (pybandits.cmab.CmabBernoulliBAI method) (pybandits.cmab.CmabBernoulliCC method) (pybandits.cmab.CmabBernoulliMO method) (pybandits.cmab.CmabBernoulliMOCC method) (pybandits.cmab_simulator.CmabSimulator method), [1] (pybandits.model.BaseBayesianNeuralNetwork method) (pybandits.model.BaseBayesianNeuralNetworkMO method) (pybandits.model.BaseLocationScaleArray method) (pybandits.model.BayesianLogisticRegression method) (pybandits.model.BayesianLogisticRegressionCC method) (pybandits.model.BayesianNeuralNetwork method) (pybandits.model.BayesianNeuralNetworkCC method) (pybandits.model.EarlyStopping method) (pybandits.model.NormalArray method) (pybandits.model.StudentTArray method) (pybandits.offline_policy_estimator.DoublyRobust method) (pybandits.offline_policy_estimator.DoublyRobustWithOptimisticShrinkage method) (pybandits.offline_policy_estimator.DoublyRobustWithPessimisticShrinkage method) (pybandits.offline_policy_estimator.GeneralizedDoublyRobust method) (pybandits.offline_policy_estimator.SelfNormalizedDoublyRobust method) (pybandits.offline_policy_estimator.SubGaussianDoublyRobust method) (pybandits.offline_policy_estimator.SwitchDoublyRobust method) (pybandits.quantitative_model.BaseCmabZoomingModel method) (pybandits.quantitative_model.BaseSmabZoomingModel method) (pybandits.quantitative_model.CmabZoomingModel method) (pybandits.quantitative_model.CmabZoomingModelCC method) (pybandits.quantitative_model.SmabZoomingModel method) (pybandits.quantitative_model.SmabZoomingModelCC method) (pybandits.quantitative_model.ZoomingModel method) (pybandits.smab_simulator.SmabSimulator method) (pybandits.strategy.MultiObjectiveBandit method) (pybandits.strategy.MultiObjectiveCostControlBandit method) (pybandits.strategy.MultiObjectiveStrategy method) ModelCC (class in pybandits.model) ModelMO (class in pybandits.model) models (pybandits.model.BaseBayesianNeuralNetworkMO attribute) (pybandits.model.BaseBetaMO attribute) (pybandits.model.ModelMO attribute) module pybandits.actions_manager pybandits.cmab pybandits.cmab_simulator, [1] pybandits.model pybandits.offline_policy_estimator pybandits.quantitative_model pybandits.smab pybandits.smab_simulator pybandits.strategy mu (pybandits.model.BaseLocationScaleArray attribute) MultiObjectiveBandit (class in pybandits.strategy) MultiObjectiveCostControlBandit (class in pybandits.strategy) MultiObjectiveStrategy (class in pybandits.strategy)

N

n_bootstrap_samples (pybandits.offline_policy_estimator.BaseOfflinePolicyEstimator attribute) n_comparison_points (pybandits.quantitative_model.ZoomingModel attribute) n_features (pybandits.model.FeaturesConfig attribute) n_max_segments (pybandits.quantitative_model.ZoomingModel attribute) n_numerical (pybandits.model.FeaturesConfig property) n_updates (pybandits.cmab_simulator.CmabSimulator attribute) name (pybandits.offline_policy_estimator.BalancedInverseProbabilityWeighting attribute) (pybandits.offline_policy_estimator.BaseOfflinePolicyEstimator attribute) (pybandits.offline_policy_estimator.DirectMethod attribute) (pybandits.offline_policy_estimator.DoublyRobust attribute) (pybandits.offline_policy_estimator.DoublyRobustWithOptimisticShrinkage attribute) (pybandits.offline_policy_estimator.DoublyRobustWithPessimisticShrinkage attribute) (pybandits.offline_policy_estimator.InverseProbabilityWeighting attribute) (pybandits.offline_policy_estimator.ReplayMethod attribute) (pybandits.offline_policy_estimator.SelfNormalizedDoublyRobust attribute) (pybandits.offline_policy_estimator.SelfNormalizedInverseProbabilityWeighting attribute) (pybandits.offline_policy_estimator.SubGaussianDoublyRobust attribute) (pybandits.offline_policy_estimator.SubGaussianInverseProbabilityWeighting attribute) (pybandits.offline_policy_estimator.SwitchDoublyRobust attribute)

NormalArray (class in pybandits.model) normalize_exploit_p() (pybandits.strategy.BestActionIdentificationBandit class method) normalize_subsidy_factor() (pybandits.strategy.CostControlStrategy class method) nu (pybandits.model.StudentTArray attribute) numerical_indices (pybandits.model.FeaturesConfig property)

O

objective_selector_class (pybandits.strategy.MultiObjectiveBandit attribute) (pybandits.strategy.MultiObjectiveCostControlBandit attribute) (pybandits.strategy.MultiObjectiveStrategy attribute)

P

param_map (pybandits.model.BaseLocationScaleArray attribute) (pybandits.model.StudentTArray attribute) params (pybandits.model.BaseLocationScaleArray property) path (pybandits.cmab_simulator.CmabSimulator attribute) patience (pybandits.model.EarlyStopping attribute) predict() (pybandits.cmab.BaseCmabBernoulli method) (pybandits.smab.BaseSmabBernoulli method) probs_reward (pybandits.cmab_simulator.CmabSimulator attribute), [1] (pybandits.smab_simulator.SmabSimulator attribute) pybandits.actions_manager module pybandits.cmab module

pybandits.cmab_simulator module, [1] pybandits.model module pybandits.offline_policy_estimator module pybandits.quantitative_model module pybandits.smab module pybandits.smab_simulator module pybandits.strategy module

Q

QuantitativeBayesianNeuralNetwork (class in pybandits.quantitative_model) QuantitativeBayesianNeuralNetworkCC (class in pybandits.quantitative_model)

QuantitativeModel (class in pybandits.quantitative_model) QuantitativeModelCC (class in pybandits.quantitative_model)

R

random() (in module pybandits.strategy) random_seed (pybandits.cmab_simulator.CmabSimulator attribute) (pybandits.model.BaseBayesianNeuralNetwork attribute) random_state (pybandits.offline_policy_estimator.BaseOfflinePolicyEstimator attribute)

refine_p() (pybandits.strategy.SingleObjectiveStrategy method) replace_null_and_validate_probs_reward() (pybandits.smab_simulator.SmabSimulator class method) replace_nulls_and_validate_sizes_and_dtypes() (pybandits.cmab_simulator.CmabSimulator class method), [1] ReplayMethod (class in pybandits.offline_policy_estimator) reset() (pybandits.model.EarlyStopping method)

S

sample_at_indices() (pybandits.model.BaseLocationScaleArray method) sample_embeddings() (pybandits.model.BaseBayesianNeuralNetwork method) sample_proba() (pybandits.model.BaseBayesianNeuralNetwork method) (pybandits.model.BaseBeta method) (pybandits.model.Model method) (pybandits.quantitative_model.BaseQuantitativeBayesianNeuralNetwork method) (pybandits.quantitative_model.QuantitativeModel method) (pybandits.quantitative_model.ZoomingModel method) sample_rvs() (pybandits.model.BaseLocationScaleArray method) sample_weights() (pybandits.model.BaseBayesianNeuralNetwork method) save (pybandits.cmab_simulator.CmabSimulator attribute) Segment (class in pybandits.quantitative_model) segment_intervals_to_tuple() (pybandits.quantitative_model.Segment class method) segment_update_factor (pybandits.quantitative_model.ZoomingModel attribute) segmented_actions (pybandits.quantitative_model.ZoomingModel property) select_action() (pybandits.strategy.BaseStrategy method) (pybandits.strategy.MultiObjectiveStrategy method) (pybandits.strategy.SingleObjectiveStrategy method) SelfNormalizedDoublyRobust (class in pybandits.offline_policy_estimator) SelfNormalizedInverseProbabilityWeighting (class in pybandits.offline_policy_estimator) serialize_cost() (pybandits.quantitative_model.QuantitativeModelCC static method) serialize_sub_actions() (pybandits.quantitative_model.ZoomingModel method) shape (pybandits.model.BaseLocationScaleArray property) (pybandits.model.StudentTArray property) should_stop() (pybandits.model.EarlyStopping method) shrinkage_factor (pybandits.offline_policy_estimator.DoublyRobustWithOptimisticShrinkage attribute) (pybandits.offline_policy_estimator.DoublyRobustWithPessimisticShrinkage attribute) (pybandits.offline_policy_estimator.SubGaussianInverseProbabilityWeighting attribute) sigma (pybandits.model.BaseLocationScaleArray attribute) SingleObjectiveStrategy (class in pybandits.strategy) SmabActionsManager (class in pybandits.actions_manager), [1], [2], [3], [4] SmabActionsManagerCC (in module pybandits.actions_manager)

SmabActionsManagerMO (in module pybandits.actions_manager) SmabActionsManagerMOCC (in module pybandits.actions_manager) SmabActionsManagerSO (in module pybandits.actions_manager) SmabBernoulli (class in pybandits.smab) SmabBernoulliBAI (class in pybandits.smab) SmabBernoulliCC (class in pybandits.smab) SmabBernoulliMO (class in pybandits.smab) SmabBernoulliMOCC (class in pybandits.smab) SmabSimulator (class in pybandits.smab_simulator) SmabZoomingModel (class in pybandits.quantitative_model) SmabZoomingModelCC (class in pybandits.quantitative_model) split() (pybandits.quantitative_model.Segment method) std (pybandits.model.BaseBeta property) strategy (pybandits.cmab.BaseCmabBernoulliMO attribute) (pybandits.cmab.CmabBernoulli attribute) (pybandits.cmab.CmabBernoulliBAI attribute) (pybandits.cmab.CmabBernoulliCC attribute) (pybandits.cmab.CmabBernoulliMO attribute) (pybandits.cmab.CmabBernoulliMOCC attribute) (pybandits.smab.SmabBernoulli attribute) (pybandits.smab.SmabBernoulliBAI attribute) (pybandits.smab.SmabBernoulliCC attribute) (pybandits.smab.SmabBernoulliMO attribute) (pybandits.smab.SmabBernoulliMOCC attribute) StudentTArray (class in pybandits.model) sub_actions (pybandits.quantitative_model.BaseCmabZoomingModel attribute) (pybandits.quantitative_model.BaseSmabZoomingModel attribute) (pybandits.quantitative_model.ZoomingModel attribute) SubGaussianDoublyRobust (class in pybandits.offline_policy_estimator) SubGaussianInverseProbabilityWeighting (class in pybandits.offline_policy_estimator) subsidy_factor (pybandits.strategy.CostControlStrategy attribute) switch_threshold (pybandits.offline_policy_estimator.SwitchDoublyRobust attribute) SwitchDoublyRobust (class in pybandits.offline_policy_estimator)

T

to_numpyro_distribution() (pybandits.model.BaseLocationScaleArray method) tolerance (pybandits.model.EarlyStopping attribute) total_output_dim (pybandits.model.FeaturesConfig property) transfer_extendable_keys (pybandits.model.BaseBayesianNeuralNetwork attribute) (pybandits.model.BaseBeta attribute) (pybandits.model.BayesianLogisticRegression attribute) (pybandits.model.BayesianLogisticRegressionCC attribute) (pybandits.model.BayesianNeuralNetwork attribute) (pybandits.model.BayesianNeuralNetworkCC attribute) (pybandits.model.Beta attribute) (pybandits.model.BetaCC attribute) (pybandits.model.Model attribute) (pybandits.quantitative_model.BaseCmabZoomingModel attribute) (pybandits.quantitative_model.BaseQuantitativeBayesianNeuralNetwork attribute) (pybandits.quantitative_model.BaseSmabZoomingModel attribute) (pybandits.quantitative_model.CmabZoomingModel attribute) (pybandits.quantitative_model.CmabZoomingModelCC attribute) (pybandits.quantitative_model.QuantitativeBayesianNeuralNetwork attribute) (pybandits.quantitative_model.QuantitativeBayesianNeuralNetworkCC attribute) (pybandits.quantitative_model.QuantitativeModel attribute) (pybandits.quantitative_model.SmabZoomingModel attribute) (pybandits.quantitative_model.SmabZoomingModelCC attribute) (pybandits.quantitative_model.ZoomingModel attribute) transfer_learned_keys (pybandits.model.BaseBayesianNeuralNetwork attribute) (pybandits.model.BaseBeta attribute) (pybandits.model.BayesianLogisticRegression attribute) (pybandits.model.BayesianLogisticRegressionCC attribute) (pybandits.model.BayesianNeuralNetwork attribute) (pybandits.model.BayesianNeuralNetworkCC attribute) (pybandits.model.Beta attribute) (pybandits.model.BetaCC attribute) (pybandits.model.Model attribute) (pybandits.quantitative_model.BaseCmabZoomingModel attribute) (pybandits.quantitative_model.BaseQuantitativeBayesianNeuralNetwork attribute) (pybandits.quantitative_model.BaseSmabZoomingModel attribute) (pybandits.quantitative_model.CmabZoomingModel attribute) (pybandits.quantitative_model.CmabZoomingModelCC attribute) (pybandits.quantitative_model.QuantitativeBayesianNeuralNetwork attribute) (pybandits.quantitative_model.QuantitativeBayesianNeuralNetworkCC attribute) (pybandits.quantitative_model.QuantitativeModel attribute) (pybandits.quantitative_model.SmabZoomingModel attribute) (pybandits.quantitative_model.SmabZoomingModelCC attribute) (pybandits.quantitative_model.ZoomingModel attribute)

transfer_structural_keys (pybandits.model.BaseBayesianNeuralNetwork attribute) (pybandits.model.BaseBeta attribute) (pybandits.model.BayesianLogisticRegression attribute) (pybandits.model.BayesianLogisticRegressionCC attribute) (pybandits.model.BayesianNeuralNetwork attribute) (pybandits.model.BayesianNeuralNetworkCC attribute) (pybandits.model.Beta attribute) (pybandits.model.BetaCC attribute) (pybandits.model.Model attribute) (pybandits.quantitative_model.BaseCmabZoomingModel attribute) (pybandits.quantitative_model.BaseQuantitativeBayesianNeuralNetwork attribute) (pybandits.quantitative_model.BaseSmabZoomingModel attribute) (pybandits.quantitative_model.CmabZoomingModel attribute) (pybandits.quantitative_model.CmabZoomingModelCC attribute) (pybandits.quantitative_model.QuantitativeBayesianNeuralNetwork attribute) (pybandits.quantitative_model.QuantitativeBayesianNeuralNetworkCC attribute) (pybandits.quantitative_model.QuantitativeModel attribute) (pybandits.quantitative_model.SmabZoomingModel attribute) (pybandits.quantitative_model.SmabZoomingModelCC attribute) (pybandits.quantitative_model.ZoomingModel attribute)

U

update() (pybandits.actions_manager.ActionsManager method) (pybandits.actions_manager.CmabActionsManager method), [1], [2], [3], [4] (pybandits.actions_manager.SmabActionsManager method), [1], [2], [3], [4] (pybandits.cmab.BaseCmabBernoulli method) (pybandits.smab.BaseSmabBernoulli method)

update_kwargs (pybandits.model.BaseBayesianNeuralNetwork attribute) update_method (pybandits.model.BaseBayesianNeuralNetwork attribute) update_old_state() (pybandits.cmab.BaseCmabBernoulli class method) use_residual_connections (pybandits.model.BaseBayesianNeuralNetwork attribute)

V

validate_activation() (pybandits.model.BaseBayesianNeuralNetwork class method) validate_cost() (pybandits.quantitative_model.QuantitativeModelCC class method) validate_input_shapes() (pybandits.model.BaseLocationScaleArray class method) (pybandits.model.StudentTArray class method) validate_inputs() (pybandits.model.BnnParams class method) validate_model_params() (pybandits.model.BayesianLogisticRegression class method)

validate_n_features() (pybandits.quantitative_model.BaseCmabZoomingModel class method) validate_probs_reward_columns() (pybandits.cmab_simulator.CmabSimulator class method), [1] (pybandits.smab_simulator.SmabSimulator class method) verbose (pybandits.cmab_simulator.CmabSimulator attribute) verify_and_select_from_quantitative_action() (pybandits.strategy.SingleObjectiveStrategy method) visualize (pybandits.cmab_simulator.CmabSimulator attribute)

W

weight (pybandits.model.BnnLayerParams attribute) weight_var_name (pybandits.model.BaseBayesianNeuralNetwork attribute)

with_dist_parameters() (pybandits.model.BaseLocationScaleArray method) with_exploit_p() (pybandits.strategy.BestActionIdentificationBandit method) with_subsidy_factor() (pybandits.strategy.CostControlStrategy method)

Z

ZoomingModel (class in pybandits.quantitative_model)