Index

A

AbstractEvaluation (class in mlrl.testbed.evaluation) add_learner_arguments() (in module mlrl.testbed.args) add_log_level_argument() (in module mlrl.testbed.args) add_random_state_argument() (in module mlrl.testbed.args)

add_rule_learner_arguments() (in module mlrl.testbed.args) Attribute (class in mlrl.testbed.data) AttributeType (class in mlrl.testbed.data) 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) boolean_string() (in module mlrl.testbed.args)

BoomerRunnable (class in mlrl.testbed.main_boomer) 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) COL_CONDITIONS (mlrl.testbed.model_characteristics.RuleModelCharacteristicsCsvOutput attribute) COL_EQ_CONDITIONS (mlrl.testbed.model_characteristics.RuleModelCharacteristicsCsvOutput attribute) COL_GR_CONDITIONS (mlrl.testbed.model_characteristics.RuleModelCharacteristicsCsvOutput attribute) COL_LEQ_CONDITIONS (mlrl.testbed.model_characteristics.RuleModelCharacteristicsCsvOutput attribute) COL_NEG_PREDICTIONS (mlrl.testbed.model_characteristics.RuleModelCharacteristicsCsvOutput attribute) COL_NEQ_CONDITIONS (mlrl.testbed.model_characteristics.RuleModelCharacteristicsCsvOutput attribute) COL_NOMINAL_CONDITIONS (mlrl.testbed.model_characteristics.RuleModelCharacteristicsCsvOutput attribute) COL_NUMERICAL_CONDITIONS (mlrl.testbed.model_characteristics.RuleModelCharacteristicsCsvOutput attribute)

COL_POS_PREDICTIONS (mlrl.testbed.model_characteristics.RuleModelCharacteristicsCsvOutput attribute) COL_PREDICTIONS (mlrl.testbed.model_characteristics.RuleModelCharacteristicsCsvOutput attribute) COL_RULE_NAME (mlrl.testbed.model_characteristics.RuleModelCharacteristicsCsvOutput attribute) create_csv_dict_reader() (in module mlrl.testbed.io) create_csv_dict_writer() (in module mlrl.testbed.io) CRITICAL (mlrl.testbed.args.LogLevel attribute) CrossValidation (class in mlrl.testbed.training) current_fold_string() (in module mlrl.testbed.args) CV (class in mlrl.testbed.bbc_cv) CVBootstrapping (class in mlrl.testbed.bbc_cv)

D

DataCharacteristics (class in mlrl.testbed.data_characteristics) DataCharacteristicsCsvOutput (class in mlrl.testbed.data_characteristics) DataCharacteristicsLogOutput (class in mlrl.testbed.data_characteristics) DataCharacteristicsOutput (class in mlrl.testbed.data_characteristics) DataCharacteristicsPrinter (class in mlrl.testbed.data_characteristics) DataSet (class in mlrl.testbed.training)

DEBUG (mlrl.testbed.args.LogLevel attribute) DefaultBbcCvObserver (class in mlrl.testbed.bbc_cv) DefaultBootstrapping (class in mlrl.testbed.bbc_cv) density() (in module mlrl.testbed.data_characteristics) dict() (mlrl.testbed.evaluation.EvaluationResult method) distinct_label_vectors() (in module mlrl.testbed.data_characteristics)

E

ERROR (mlrl.testbed.args.LogLevel 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

FATAL (mlrl.testbed.args.LogLevel attribute)

fit() (mlrl.testbed.bbc_cv.BbcCvAdapter method)

G

get() (mlrl.testbed.evaluation.EvaluationResult method) get_attribute_indices() (mlrl.testbed.data.MetaData method) get_file_name() (in module mlrl.testbed.io)

get_file_name_per_fold() (in module mlrl.testbed.io) get_params() (mlrl.testbed.parameters.ParameterSearch method) get_score() (mlrl.testbed.parameters.ParameterSearch method) get_text() (mlrl.testbed.model_characteristics.RuleModelFormatter method)

I

INFO (mlrl.testbed.args.LogLevel attribute)

L

Label (class in mlrl.testbed.data) label_cardinality() (in module mlrl.testbed.data_characteristics) label_imbalance_ratio() (in module mlrl.testbed.data_characteristics) 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) log_level() (in module mlrl.testbed.args) LogLevel (class in mlrl.testbed.args)

M

main() (in module mlrl.testbed.main_boomer) (in module mlrl.testbed.main_seco) MetaData (class in mlrl.testbed.data) mlrl module mlrl.testbed module mlrl.testbed.args module mlrl.testbed.bbc_cv module mlrl.testbed.data module mlrl.testbed.data_characteristics module mlrl.testbed.evaluation module mlrl.testbed.experiments module mlrl.testbed.interfaces module mlrl.testbed.io module mlrl.testbed.main_boomer module mlrl.testbed.main_seco module mlrl.testbed.model_characteristics module mlrl.testbed.parameters module

mlrl.testbed.persistence module mlrl.testbed.runnables module mlrl.testbed.training module ModelCharacteristicsPrinter (class in mlrl.testbed.model_characteristics) ModelPersistence (class in mlrl.testbed.persistence) ModelPrinter (class in mlrl.testbed.model_characteristics) ModelPrinterLogOutput (class in mlrl.testbed.model_characteristics) ModelPrinterOutput (class in mlrl.testbed.model_characteristics) ModelPrinterTxtOutput (class in mlrl.testbed.model_characteristics) module mlrl mlrl.testbed mlrl.testbed.args mlrl.testbed.bbc_cv mlrl.testbed.data mlrl.testbed.data_characteristics mlrl.testbed.evaluation mlrl.testbed.experiments mlrl.testbed.interfaces mlrl.testbed.io mlrl.testbed.main_boomer mlrl.testbed.main_seco mlrl.testbed.model_characteristics mlrl.testbed.parameters mlrl.testbed.persistence mlrl.testbed.runnables mlrl.testbed.training

N

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

NOTSET (mlrl.testbed.args.LogLevel attribute) 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) optional_string() (in module mlrl.testbed.args)

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) predict() (mlrl.testbed.bbc_cv.BbcCvAdapter method) print() (mlrl.testbed.data_characteristics.DataCharacteristicsPrinter method) (mlrl.testbed.model_characteristics.ModelCharacteristicsPrinter method) (mlrl.testbed.model_characteristics.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) RuleLearnerRunnable (class in mlrl.testbed.runnables) RuleModelCharacteristics (class in mlrl.testbed.model_characteristics) RuleModelCharacteristicsCsvOutput (class in mlrl.testbed.model_characteristics) RuleModelCharacteristicsLogOutput (class in mlrl.testbed.model_characteristics)

RuleModelCharacteristicsOutput (class in mlrl.testbed.model_characteristics) RuleModelCharacteristicsPrinter (class in mlrl.testbed.model_characteristics) RuleModelCharacteristicsVisitor (class in mlrl.testbed.model_characteristics) RuleModelFormatter (class in mlrl.testbed.model_characteristics) RulePrinter (class in mlrl.testbed.model_characteristics) run() (mlrl.testbed.bbc_cv.BbcCvAdapter method) (mlrl.testbed.experiments.Experiment method) (mlrl.testbed.runnables.Runnable method) (mlrl.testbed.training.CrossValidation method) Runnable (class in mlrl.testbed.runnables)

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) SeCoRunnable (class in mlrl.testbed.main_seco) store_predictions() (mlrl.testbed.bbc_cv.BbcCv method)

V

visit_complete_head() (mlrl.testbed.model_characteristics.RuleModelCharacteristicsVisitor method) (mlrl.testbed.model_characteristics.RuleModelFormatter method) visit_conjunctive_body() (mlrl.testbed.model_characteristics.RuleModelCharacteristicsVisitor method) (mlrl.testbed.model_characteristics.RuleModelFormatter method)

visit_empty_body() (mlrl.testbed.model_characteristics.RuleModelCharacteristicsVisitor method) (mlrl.testbed.model_characteristics.RuleModelFormatter method) visit_partial_head() (mlrl.testbed.model_characteristics.RuleModelCharacteristicsVisitor method) (mlrl.testbed.model_characteristics.RuleModelFormatter method)

W

WARN (mlrl.testbed.args.LogLevel attribute) WARNING (mlrl.testbed.args.LogLevel attribute) write_data_characteristics() (mlrl.testbed.data_characteristics.DataCharacteristicsCsvOutput method) (mlrl.testbed.data_characteristics.DataCharacteristicsLogOutput method) (mlrl.testbed.data_characteristics.DataCharacteristicsOutput method) write_evaluation_results() (mlrl.testbed.evaluation.EvaluationCsvOutput method) (mlrl.testbed.evaluation.EvaluationLogOutput method) (mlrl.testbed.evaluation.EvaluationOutput method) write_model() (mlrl.testbed.model_characteristics.ModelPrinterLogOutput method) (mlrl.testbed.model_characteristics.ModelPrinterOutput method) (mlrl.testbed.model_characteristics.ModelPrinterTxtOutput method)

write_model_characteristics() (mlrl.testbed.model_characteristics.RuleModelCharacteristicsCsvOutput method) (mlrl.testbed.model_characteristics.RuleModelCharacteristicsLogOutput method) (mlrl.testbed.model_characteristics.RuleModelCharacteristicsOutput 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)