Index

A

AbstractEvaluation (class in mlrl.testbed.evaluation) Attribute (class in mlrl.testbed.data) AttributeType (class in mlrl.testbed.data)

AUTO (mlrl.common.rule_learners.SparsePolicy attribute) avg() (mlrl.testbed.evaluation.EvaluationResult method) avg_dict() (mlrl.testbed.evaluation.EvaluationResult method)

B

BbcCv (class in mlrl.testbed.bbc_cv) BbcCvAdapter (class in mlrl.testbed.bbc_cv) BbcCvObserver (class in mlrl.testbed.bbc_cv) BooleanOption (class in mlrl.common.options)

Boomer (class in mlrl.boosting.boosting_learners) bootstrap() (mlrl.testbed.bbc_cv.Bootstrapping method) (mlrl.testbed.bbc_cv.CVBootstrapping method) (mlrl.testbed.bbc_cv.DefaultBootstrapping method) Bootstrapping (class in mlrl.testbed.bbc_cv)

C

ClassificationEvaluation (class in mlrl.testbed.evaluation) clear_directory() (in module mlrl.testbed.io) create() (mlrl.common.options.Options class method) create_csv_dict_reader() (in module mlrl.testbed.io) create_csv_dict_writer() (in module mlrl.testbed.io) create_feature_sampling_factory() (in module mlrl.common.rule_learners) create_instance_sampling_factory() (in module mlrl.common.rule_learners) create_label_sampling_factory() (in module mlrl.common.rule_learners) create_num_threads() (in module mlrl.common.rule_learners)

create_partition_sampling_factory() (in module mlrl.common.rule_learners) create_pruning() (in module mlrl.common.rule_learners) create_sparse_policy() (in module mlrl.common.rule_learners) create_stopping_criteria() (in module mlrl.common.rule_learners) create_thresholds_factory() (in module mlrl.common.rule_learners) CrossValidation (class in mlrl.testbed.training) CSC (mlrl.common.rule_learners.SparseFormat attribute) CSR (mlrl.common.rule_learners.SparseFormat attribute) CV (class in mlrl.testbed.bbc_cv) CVBootstrapping (class in mlrl.testbed.bbc_cv)

D

DataSet (class in mlrl.testbed.training) DefaultBbcCvObserver (class in mlrl.testbed.bbc_cv)

DefaultBootstrapping (class in mlrl.testbed.bbc_cv) dict() (mlrl.testbed.evaluation.EvaluationResult method)

E

enforce_dense() (in module mlrl.common.arrays) ERROR_MESSAGE_INVALID_OPTION (mlrl.common.options.Options attribute) ERROR_MESSAGE_INVALID_SYNTAX (mlrl.common.options.Options attribute) evaluate() (mlrl.testbed.bbc_cv.BbcCv method) (mlrl.testbed.bbc_cv.BbcCvObserver method) (mlrl.testbed.bbc_cv.DefaultBbcCvObserver method) (mlrl.testbed.evaluation.AbstractEvaluation method) (mlrl.testbed.evaluation.Evaluation method)

Evaluation (class in mlrl.testbed.evaluation) EvaluationCsvOutput (class in mlrl.testbed.evaluation) EvaluationLogOutput (class in mlrl.testbed.evaluation) EvaluationOutput (class in mlrl.testbed.evaluation) EvaluationResult (class in mlrl.testbed.evaluation) Experiment (class in mlrl.testbed.experiments)

F

FALSE (mlrl.common.options.BooleanOption attribute) fit() (mlrl.common.learners.Learner method) (mlrl.testbed.bbc_cv.BbcCvAdapter method) FORCE_DENSE (mlrl.common.rule_learners.SparsePolicy attribute)

FORCE_SPARSE (mlrl.common.rule_learners.SparsePolicy attribute) format_dict_keys() (in module mlrl.common.strings) format_enum_values() (in module mlrl.common.strings) format_string_set() (in module mlrl.common.strings)

G

get() (mlrl.testbed.evaluation.EvaluationResult method) get_attribute_indices() (mlrl.testbed.data.MetaData method) get_bool() (mlrl.common.options.Options method) get_file_name() (in module mlrl.testbed.io) get_file_name_per_fold() (in module mlrl.testbed.io) get_float() (mlrl.common.options.Options method)

get_int() (mlrl.common.options.Options method) get_name() (mlrl.boosting.boosting_learners.Boomer method) (mlrl.common.learners.Learner method) get_params() (mlrl.testbed.parameters.ParameterSearch method) get_score() (mlrl.testbed.parameters.ParameterSearch method) get_string() (mlrl.common.options.Options method)

I

is_sparse() (in module mlrl.common.rule_learners)

L

Label (class in mlrl.testbed.data) Learner (class in mlrl.common.learners)

load_data_set() (in module mlrl.testbed.data) load_data_set_and_meta_data() (in module mlrl.testbed.data) load_model() (mlrl.testbed.persistence.ModelPersistence method)

M

MetaData (class in mlrl.testbed.data) mlrl module mlrl.boosting module mlrl.boosting.boosting_learners module mlrl.common module mlrl.common.arrays module mlrl.common.learners module mlrl.common.options module mlrl.common.rule_learners module mlrl.common.strings module mlrl.common.types module mlrl.testbed module mlrl.testbed.bbc_cv module mlrl.testbed.data module mlrl.testbed.evaluation module mlrl.testbed.experiments module mlrl.testbed.interfaces module mlrl.testbed.io module

mlrl.testbed.parameters module mlrl.testbed.persistence module mlrl.testbed.printing module mlrl.testbed.training module MLRuleLearner (class in mlrl.common.rule_learners) ModelPersistence (class in mlrl.testbed.persistence) ModelPrinter (class in mlrl.testbed.printing) ModelPrinterLogOutput (class in mlrl.testbed.printing) ModelPrinterOutput (class in mlrl.testbed.printing) ModelPrinterTxtOutput (class in mlrl.testbed.printing) module mlrl mlrl.boosting mlrl.boosting.boosting_learners mlrl.common mlrl.common.arrays mlrl.common.learners mlrl.common.options mlrl.common.rule_learners mlrl.common.strings mlrl.common.types mlrl.testbed mlrl.testbed.bbc_cv mlrl.testbed.data mlrl.testbed.evaluation mlrl.testbed.experiments mlrl.testbed.interfaces mlrl.testbed.io mlrl.testbed.parameters mlrl.testbed.persistence mlrl.testbed.printing mlrl.testbed.training

N

NestedCrossValidation (class in mlrl.testbed.parameters) NOMINAL (mlrl.testbed.data.AttributeType attribute)

nominal_attribute_indices (mlrl.common.learners.NominalAttributeLearner attribute) NominalAttributeLearner (class in mlrl.common.learners) NUMERIC (mlrl.testbed.data.AttributeType attribute)

O

one_hot_encode() (in module mlrl.testbed.data) open_readable_csv_file() (in module mlrl.testbed.io)

open_writable_csv_file() (in module mlrl.testbed.io) open_writable_txt_file() (in module mlrl.testbed.io) Options (class in mlrl.common.options)

P

ParameterCsvInput (class in mlrl.testbed.parameters) ParameterCsvOutput (class in mlrl.testbed.parameters) ParameterInput (class in mlrl.testbed.parameters) ParameterLogOutput (class in mlrl.testbed.parameters) ParameterOutput (class in mlrl.testbed.parameters) ParameterSearch (class in mlrl.testbed.parameters) ParameterTuning (class in mlrl.testbed.parameters)

parse() (mlrl.common.options.BooleanOption static method) parse_param() (in module mlrl.common.rule_learners) parse_param_and_options() (in module mlrl.common.rule_learners) predict() (mlrl.common.learners.Learner method) (mlrl.testbed.bbc_cv.BbcCvAdapter method) predict_proba() (mlrl.common.learners.Learner method) print() (mlrl.testbed.printing.ModelPrinter method) put() (mlrl.testbed.evaluation.EvaluationResult method)

R

random_state (mlrl.testbed.interfaces.Randomized attribute) Randomized (class in mlrl.testbed.interfaces) RankingEvaluation (class in mlrl.testbed.evaluation) read_parameters() (mlrl.testbed.parameters.ParameterCsvInput method) (mlrl.testbed.parameters.ParameterInput method)

RulePrinter (class in mlrl.testbed.printing) run() (mlrl.testbed.bbc_cv.BbcCvAdapter method) (mlrl.testbed.experiments.Experiment method) (mlrl.testbed.training.CrossValidation method)

S

save_arff_file() (in module mlrl.testbed.data) save_data_set() (in module mlrl.testbed.data) save_data_set_and_meta_data() (in module mlrl.testbed.data) save_meta_data() (in module mlrl.testbed.data) save_model() (mlrl.testbed.persistence.ModelPersistence method)

search() (mlrl.testbed.parameters.NestedCrossValidation method) (mlrl.testbed.parameters.ParameterSearch method) should_enforce_sparse() (in module mlrl.common.rule_learners) SparseFormat (class in mlrl.common.rule_learners) SparsePolicy (class in mlrl.common.rule_learners) store_predictions() (mlrl.testbed.bbc_cv.BbcCv method)

T

TRUE (mlrl.common.options.BooleanOption attribute)

W

write_evaluation_results() (mlrl.testbed.evaluation.EvaluationCsvOutput method) (mlrl.testbed.evaluation.EvaluationLogOutput method) (mlrl.testbed.evaluation.EvaluationOutput method) write_model() (mlrl.testbed.printing.ModelPrinterLogOutput method) (mlrl.testbed.printing.ModelPrinterOutput method) (mlrl.testbed.printing.ModelPrinterTxtOutput method)

write_parameters() (mlrl.testbed.parameters.ParameterCsvOutput method) (mlrl.testbed.parameters.ParameterLogOutput method) (mlrl.testbed.parameters.ParameterOutput method) write_predictions() (mlrl.testbed.evaluation.EvaluationCsvOutput method) (mlrl.testbed.evaluation.EvaluationLogOutput method) (mlrl.testbed.evaluation.EvaluationOutput method) write_xml_file() (in module mlrl.testbed.io)