Index

A

Action (class in ostatslib.actions.base) ActionInfo (class in ostatslib.actions.base) ActionInfoLogger (class in ostatslib.agents.action_info_logger) actions_dict (ActionsSpace property) actions_list (ActionsSpace property) ActionsSpace (class in ostatslib.actions.actions_space) AdaBoostClassification (class in ostatslib.actions.classifiers.ensembles) AdaBoostExponentialLossRegression (class in ostatslib.actions.regressors.ensembles) AdaBoostRegression (class in ostatslib.actions.regressors.ensembles)

AdaBoostSquareLossRegression (class in ostatslib.actions.regressors.ensembles) Agent (class in ostatslib.agents.agent) AnalysisFeaturesSet (class in ostatslib.states.analysis_features_set) AnalysisResult (class in ostatslib.agents.analysis_result) analyze() (Agent method) as_features_dict() (FeaturesSet method) as_gymnasium_space (State property) as_gymnasium_space() (FeaturesSet method) AutoARIMARegression (class in ostatslib.actions.regressors.linear_models)

B

BaggingClassification (class in ostatslib.actions.classifiers.ensembles)

BaggingRegression (class in ostatslib.actions.regressors.ensembles)

C

ClusteringEstimatorAction (class in ostatslib.actions.base)

copy() (State method) CorrelatedVariablesRatioExploration (class in ostatslib.actions.exploratory_actions.metrics_exploratory_actions)

D

datacooker_generator() (in module ostatslib.environments.data_generators) DataFeaturesSet (class in ostatslib.states.data_features_set) DBSCANClustering (class in ostatslib.actions.clustering.dbscan)

DecisionTreeClassification (class in ostatslib.actions.classifiers.decision_trees) DecisionTreeEntropyCriteriaClassification (class in ostatslib.actions.classifiers.decision_trees) DecisionTreeLogLossCriteriaClassification (class in ostatslib.actions.classifiers.decision_trees) DecisionTreeRegression (class in ostatslib.actions.regressors.decision_trees)

E

ElasticNetLogisticRegressionClassification (class in ostatslib.actions.classifiers.linear_models) encoding_length (ActionsSpace property) execute() (Action method) (ExploratoryAction method) (ModelEstimatorAction method) (OLSLinearRegression method)

ExploratoryAction (class in ostatslib.actions.base) ExtraTreesClassification (class in ostatslib.actions.classifiers.ensembles) ExtraTreesRegression (class in ostatslib.actions.regressors.ensembles)

F

features_dict (State property)

features_vector (State property) FeaturesSet (class in ostatslib.states.features_set)

G

GammaRegression (class in ostatslib.actions.regressors.linear_models) get() (State method) get_action() (ActionsSpace method)

get_action_by_class() (ActionsSpace method) GradientBoostingClassification (class in ostatslib.actions.classifiers.ensembles) GradientBoostingRegression (class in ostatslib.actions.regressors.ensembles) GymEnvironment (class in ostatslib.environments.gym_environment)

I

InferResponseDTypeExploration (class in ostatslib.actions.exploratory_actions.response_exploratory_actions) init_features_set() (in module ostatslib.states.utils) IsResponseBalancedExploration (class in ostatslib.actions.exploratory_actions.response_exploratory_actions)

IsResponseDichotomousExploration (class in ostatslib.actions.exploratory_actions.response_exploratory_actions) IsResponseDiscreteExploration (class in ostatslib.actions.exploratory_actions.response_exploratory_actions) IsResponsePositiveValuesOnlyExploration (class in ostatslib.actions.exploratory_actions.response_exploratory_actions) IsResponseQuantitativeExploration (class in ostatslib.actions.exploratory_actions.response_exploratory_actions)

K

keys (State property)

KMeansClustering (class in ostatslib.actions.clustering.kmeans)

L

L1LogisticRegressionClassification (class in ostatslib.actions.classifiers.linear_models) LinearSupportVectorClassification (class in ostatslib.actions.classifiers.svm) LinearSupportVectorRegression (class in ostatslib.actions.regressors.svr) list_known_features() (FeaturesSet method) (State method)

LogColumnsCountExploration (class in ostatslib.actions.exploratory_actions.metrics_exploratory_actions) LogisticRegressionClassification (class in ostatslib.actions.classifiers.linear_models) LogRowsCountExploration (class in ostatslib.actions.exploratory_actions.metrics_exploratory_actions)

M

MissingDataRatioExploration (class in ostatslib.actions.exploratory_actions.metrics_exploratory_actions) ModelEstimatorAction (class in ostatslib.actions.base) ModelsFeaturesSet (class in ostatslib.states.models_features_set) module ostatslib.actions ostatslib.actions.actions_space ostatslib.actions.base ostatslib.actions.classifiers ostatslib.actions.classifiers.decision_trees ostatslib.actions.classifiers.ensembles ostatslib.actions.classifiers.linear_models ostatslib.actions.classifiers.svm ostatslib.actions.clustering ostatslib.actions.clustering.dbscan ostatslib.actions.clustering.kmeans ostatslib.actions.clustering.spectral ostatslib.actions.exploratory_actions ostatslib.actions.exploratory_actions.metrics_exploratory_actions ostatslib.actions.exploratory_actions.response_exploratory_actions ostatslib.actions.exploratory_actions.time_convertible_variable_search ostatslib.actions.regressors ostatslib.actions.regressors.decision_trees ostatslib.actions.regressors.ensembles ostatslib.actions.regressors.linear_models ostatslib.actions.regressors.svr ostatslib.actions.utils ostatslib.agents ostatslib.agents.action_info_logger ostatslib.agents.agent ostatslib.agents.analysis_result ostatslib.agents.ppo_agent ostatslib.environments ostatslib.environments.data_generators ostatslib.environments.gym_environment ostatslib.states ostatslib.states.analysis_features_set ostatslib.states.data_features_set ostatslib.states.features_set ostatslib.states.models_features_set ostatslib.states.state ostatslib.states.state_iterator ostatslib.states.utils

N

N100EstimatorsGradientBoostingRegression (class in ostatslib.actions.regressors.ensembles) N100EstimatorsRandomForestRegression (class in ostatslib.actions.regressors.ensembles) N100GradientBoostingClassification (class in ostatslib.actions.classifiers.ensembles) N100RandomForestClassification (class in ostatslib.actions.classifiers.ensembles) NuLinearKernelSupportVectorClassification (class in ostatslib.actions.classifiers.svm)

NuLinearKernelSupportVectorRegression (class in ostatslib.actions.regressors.svr) NuPolyKernelSupportVectorClassification (class in ostatslib.actions.classifiers.svm) NuPolyKernelSupportVectorRegression (class in ostatslib.actions.regressors.svr) NuSupportVectorClassification (class in ostatslib.actions.classifiers.svm) NuSupportVectorRegression (class in ostatslib.actions.regressors.svr)

O

OLSLinearRegression (class in ostatslib.actions.regressors.linear_models) ostatslib.actions module ostatslib.actions.actions_space module ostatslib.actions.base module ostatslib.actions.classifiers module ostatslib.actions.classifiers.decision_trees module ostatslib.actions.classifiers.ensembles module ostatslib.actions.classifiers.linear_models module ostatslib.actions.classifiers.svm module ostatslib.actions.clustering module ostatslib.actions.clustering.dbscan module ostatslib.actions.clustering.kmeans module ostatslib.actions.clustering.spectral module ostatslib.actions.exploratory_actions module ostatslib.actions.exploratory_actions.metrics_exploratory_actions module ostatslib.actions.exploratory_actions.response_exploratory_actions module ostatslib.actions.exploratory_actions.time_convertible_variable_search module ostatslib.actions.regressors module ostatslib.actions.regressors.decision_trees module ostatslib.actions.regressors.ensembles module

ostatslib.actions.regressors.linear_models module ostatslib.actions.regressors.svr module ostatslib.actions.utils module ostatslib.agents module ostatslib.agents.action_info_logger module ostatslib.agents.agent module ostatslib.agents.analysis_result module ostatslib.agents.ppo_agent module ostatslib.environments module ostatslib.environments.data_generators module ostatslib.environments.gym_environment module ostatslib.states module ostatslib.states.analysis_features_set module ostatslib.states.data_features_set module ostatslib.states.features_set module ostatslib.states.models_features_set module ostatslib.states.state module ostatslib.states.state_iterator module ostatslib.states.utils module

P

pmlb_generator() (in module ostatslib.environments.data_generators) PoissonRegression (class in ostatslib.actions.regressors.linear_models)

PolyKernelSupportVectorClassification (class in ostatslib.actions.classifiers.svm) PolyKernelSupportVectorRegression (class in ostatslib.actions.regressors.svr) PPOAgent (class in ostatslib.agents.ppo_agent)

R

RandomForestClassification (class in ostatslib.actions.classifiers.ensembles) RandomForestRegression (class in ostatslib.actions.regressors.ensembles)

render() (GymEnvironment method) reset() (GymEnvironment method) ResponseUniqueValuesRatioExploration (class in ostatslib.actions.exploratory_actions.response_exploratory_actions)

S

sample() (ActionsSpace method) save() (Agent method) (PPOAgent method) set() (State method) set_data() (GymEnvironment method) set_state() (GymEnvironment method) sklearn_generator() (in module ostatslib.environments.data_generators) SpectralClustering (class in ostatslib.actions.clustering.spectral) SpectralDiscretizedLabelingClustering (class in ostatslib.actions.clustering.spectral)

SpectralQRLabelingClustering (class in ostatslib.actions.clustering.spectral) split_x_y_data() (in module ostatslib.actions.utils) StandardizedVariablesRatioExploration (class in ostatslib.actions.exploratory_actions.metrics_exploratory_actions) State (class in ostatslib.states.state) StateIterator (class in ostatslib.states.state_iterator) step() (GymEnvironment method) summary() (AnalysisResult method) SupportVectorClassification (class in ostatslib.actions.classifiers.svm) SupportVectorRegression (class in ostatslib.actions.regressors.svr)

T

TargetExploratoryAction (class in ostatslib.actions.base) TargetModelEstimatorAction (class in ostatslib.actions.base) time_convertible_variable_to_feature() (in module ostatslib.states.analysis_features_set)

TimeConvertibleVariableSearch (class in ostatslib.actions.exploratory_actions.time_convertible_variable_search) train() (Agent method) (PPOAgent method) TreeEstimatorAction (class in ostatslib.actions.base)