Index

A

actions (pybandits.actions_manager.ActionsManager attribute) (pybandits.actions_manager.CmabActionsManager attribute), [1], [2] (pybandits.actions_manager.SmabActionsManager attribute), [1], [2], [3], [4] actions_manager (pybandits.cmab.BaseCmabBernoulli attribute) (pybandits.cmab.CmabBernoulli attribute) (pybandits.cmab.CmabBernoulliBAI attribute) (pybandits.cmab.CmabBernoulliCC 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)

ActionsManager (class in pybandits.actions_manager) all_actions_have_same_number_of_objectives() (pybandits.actions_manager.SmabActionsManager class method), [1], [2], [3], [4] alpha (pybandits.model.BaseBayesianLogisticRegression attribute) arrange_update_kwargs() (pybandits.model.BaseBayesianLogisticRegression method) at_least_one_action_is_defined() (pybandits.actions_manager.ActionsManager class method)

B

BaseBayesianLogisticRegression (class in pybandits.model) BaseBeta (class in pybandits.model) BaseCmabBernoulli (class in pybandits.cmab) BaseModel (class in pybandits.model) BaseSmabBernoulli (class in pybandits.smab) BayesianLogisticRegression (class in pybandits.model) BayesianLogisticRegressionCC (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) betas (pybandits.model.BaseBayesianLogisticRegression attribute) both_or_neither_counters_are_defined() (pybandits.model.BaseBeta class method)

C

check_bayesian_logistic_regression_models() (pybandits.actions_manager.CmabActionsManager class method), [1], [2] check_context_matrix() (pybandits.model.BaseBayesianLogisticRegression method) choice() (in module pybandits.cmab) ClassicBandit (class in pybandits.strategy) CmabActionsManager (class in pybandits.actions_manager), [1], [2] CmabActionsManagerCC (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)

CmabSimulator (class in pybandits.cmab_simulator) cold_start() (pybandits.model.BaseBayesianLogisticRegression class method) (pybandits.model.BetaMO class method) compare_best_actions() (pybandits.strategy.BestActionIdentificationBandit method) context (pybandits.cmab_simulator.CmabSimulator attribute) cost (pybandits.model.BayesianLogisticRegressionCC attribute) (pybandits.model.BetaCC attribute) (pybandits.model.BetaMOCC attribute) CostControlBandit (class in pybandits.strategy) CostControlStrategy (class in pybandits.strategy) count (pybandits.model.Model property)

D

delta (pybandits.actions_manager.ActionsManager attribute) (pybandits.actions_manager.CmabActionsManager attribute), [1] (pybandits.actions_manager.SmabActionsManager attribute), [1], [2], [3]

E

exploit_p (pybandits.strategy.BestActionIdentificationBandit attribute)

G

get_expected_value_from_state() (pybandits.strategy.Strategy class method)

get_pareto_front() (pybandits.strategy.MultiObjectiveStrategy class method) group (pybandits.cmab_simulator.CmabSimulator attribute)

M

mab (pybandits.cmab_simulator.CmabSimulator attribute) (pybandits.smab_simulator.SmabSimulator attribute) maximum_memory_length (pybandits.actions_manager.ActionsManager property) mean (pybandits.model.BaseBeta property) Model (class in pybandits.model) model_config (pybandits.actions_manager.ActionsManager attribute) (pybandits.actions_manager.CmabActionsManager attribute), [1], [2] (pybandits.actions_manager.SmabActionsManager attribute), [1], [2], [3], [4] (pybandits.cmab.BaseCmabBernoulli attribute) (pybandits.cmab.CmabBernoulli attribute) (pybandits.cmab.CmabBernoulliBAI attribute) (pybandits.cmab.CmabBernoulliCC attribute) (pybandits.cmab_simulator.CmabSimulator attribute) (pybandits.model.BaseBayesianLogisticRegression attribute) (pybandits.model.BaseBeta attribute) (pybandits.model.BaseModel attribute) (pybandits.model.BayesianLogisticRegression attribute) (pybandits.model.BayesianLogisticRegressionCC attribute) (pybandits.model.Beta attribute) (pybandits.model.BetaCC attribute) (pybandits.model.BetaMO attribute) (pybandits.model.BetaMOCC attribute) (pybandits.model.Model attribute) (pybandits.model.ModelMO attribute) (pybandits.model.StudentT 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.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.Strategy attribute)

model_post_init() (pybandits.cmab_simulator.CmabSimulator method) (pybandits.model.BaseBayesianLogisticRegression method) (pybandits.model.BayesianLogisticRegression method) (pybandits.model.BayesianLogisticRegressionCC method) (pybandits.smab_simulator.SmabSimulator method) ModelMO (class in pybandits.model) models (pybandits.model.BetaMO attribute) (pybandits.model.ModelMO attribute) module pybandits.actions_manager pybandits.cmab pybandits.cmab_simulator pybandits.model pybandits.smab pybandits.smab_simulator pybandits.strategy mu (pybandits.model.StudentT attribute) MultiObjectiveBandit (class in pybandits.strategy) MultiObjectiveCostControlBandit (class in pybandits.strategy) MultiObjectiveStrategy (class in pybandits.strategy)

N

n_failures (pybandits.model.Model attribute) n_successes (pybandits.model.Model attribute) nu (pybandits.model.StudentT attribute)

numerize_exploit_p() (pybandits.strategy.BestActionIdentificationBandit class method) numerize_field() (pybandits.strategy.Strategy class method) numerize_subsidy_factor() (pybandits.strategy.CostControlBandit class method)

P

predict() (pybandits.cmab.BaseCmabBernoulli method) (pybandits.smab.BaseSmabBernoulli method) predict_actions_randomly (pybandits.cmab.BaseCmabBernoulli attribute) (pybandits.cmab.CmabBernoulli attribute) (pybandits.cmab.CmabBernoulliBAI attribute) (pybandits.cmab.CmabBernoulliCC attribute) predict_with_proba (pybandits.cmab.BaseCmabBernoulli attribute) (pybandits.cmab.CmabBernoulli attribute) (pybandits.cmab.CmabBernoulliBAI attribute) (pybandits.cmab.CmabBernoulliCC attribute) pybandits.actions_manager module

pybandits.cmab module pybandits.cmab_simulator module pybandits.model module pybandits.smab module pybandits.smab_simulator module pybandits.strategy module

R

random() (in module pybandits.strategy) 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)

reset() (pybandits.model.BaseModel method) (pybandits.model.Model method) (pybandits.model.ModelMO method)

S

sample_proba() (pybandits.model.BaseBayesianLogisticRegression method) (pybandits.model.BaseBeta method) (pybandits.model.BaseModel method) (pybandits.model.BetaMO method) (pybandits.model.ModelMO method) select_action() (pybandits.strategy.BestActionIdentificationBandit method) (pybandits.strategy.ClassicBandit method) (pybandits.strategy.CostControlBandit method) (pybandits.strategy.MultiObjectiveBandit method) (pybandits.strategy.MultiObjectiveCostControlBandit method) (pybandits.strategy.Strategy method) sigma (pybandits.model.StudentT attribute) 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) std (pybandits.model.BaseBeta property) Strategy (class in pybandits.strategy) strategy (pybandits.cmab.CmabBernoulli attribute) (pybandits.cmab.CmabBernoulliBAI attribute) (pybandits.cmab.CmabBernoulliCC attribute) (pybandits.smab.SmabBernoulli attribute) (pybandits.smab.SmabBernoulliBAI attribute) (pybandits.smab.SmabBernoulliCC attribute) (pybandits.smab.SmabBernoulliMO attribute) (pybandits.smab.SmabBernoulliMOCC attribute) StudentT (class in pybandits.model) subsidy_factor (pybandits.strategy.CostControlBandit attribute)

U

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

update_kwargs (pybandits.model.BaseBayesianLogisticRegression attribute) update_method (pybandits.model.BaseBayesianLogisticRegression attribute)

W

with_exploit_p() (pybandits.strategy.BestActionIdentificationBandit method)

with_subsidy_factor() (pybandits.strategy.CostControlBandit method)