Index

A

amplify() (multi_imbalance.resampling.spider.SPIDER3 method)

C

calc_duplicates_quantities() (in module multi_imbalance.resampling.tests.test_globalcs) calculate_same_class_neighbour_quantities() (multi_imbalance.resampling.mdo.MDO method) clean() (multi_imbalance.resampling.spider.SPIDER3 method)

construct_flat_2pc_df() (in module multi_imbalance.utils.data) construct_maj_int_min() (in module multi_imbalance.utils.data) contains() (in module multi_imbalance.utils.array_util)

E

ECOC (class in multi_imbalance.ensemble.ecoc)

F

fit() (multi_imbalance.ensemble.ecoc.ECOC method) (multi_imbalance.ensemble.mrbbagging.MRBBagging method) (multi_imbalance.ensemble.ovo.OVO method) (multi_imbalance.ensemble.soup_bagging.SOUPBagging method)

fit_classifier() (multi_imbalance.ensemble.soup_bagging.SOUPBagging static method) fit_clf() (in module multi_imbalance.ensemble.soup_bagging)

G

get_goal_quantity() (in module multi_imbalance.resampling.tests.test_globalcs) get_project_root() (in module multi_imbalance.utils.data)

global_cs_mock() (in module multi_imbalance.resampling.tests.test_globalcs) GlobalCS (class in multi_imbalance.resampling.global_cs) gmean_score() (in module multi_imbalance.utils.metrics)

I

index_of() (in module multi_imbalance.utils.array_util)

intersect() (in module multi_imbalance.utils.array_util)

L

load_arff_dataset() (in module multi_imbalance.utils.data)

load_datasets() (in module multi_imbalance.datasets) load_datasets_arff() (in module multi_imbalance.utils.data)

M

MDO (class in multi_imbalance.resampling.mdo) mdo_mock() (in module multi_imbalance.resampling.tests.test_mdo) module multi_imbalance multi_imbalance.datasets multi_imbalance.datasets.tests multi_imbalance.datasets.tests.test_data_loader multi_imbalance.ensemble multi_imbalance.ensemble.ecoc multi_imbalance.ensemble.mrbbagging multi_imbalance.ensemble.ovo multi_imbalance.ensemble.soup_bagging multi_imbalance.ensemble.tests multi_imbalance.ensemble.tests.test_ecoc multi_imbalance.ensemble.tests.test_mrbbagging multi_imbalance.ensemble.tests.test_ovo multi_imbalance.ensemble.tests.test_soupbagging multi_imbalance.resampling multi_imbalance.resampling.global_cs multi_imbalance.resampling.mdo multi_imbalance.resampling.soup multi_imbalance.resampling.spider multi_imbalance.resampling.static_smote multi_imbalance.resampling.tests multi_imbalance.resampling.tests.test_globalcs multi_imbalance.resampling.tests.test_mdo multi_imbalance.resampling.tests.test_soup multi_imbalance.resampling.tests.test_spider multi_imbalance.resampling.tests.test_static_smote multi_imbalance.utils multi_imbalance.utils.array_util multi_imbalance.utils.data multi_imbalance.utils.metrics multi_imbalance.utils.min_int_maj multi_imbalance.utils.plot MRBBagging (class in multi_imbalance.ensemble.mrbbagging) multi_imbalance module multi_imbalance.datasets module multi_imbalance.datasets.tests module multi_imbalance.datasets.tests.test_data_loader module multi_imbalance.ensemble module multi_imbalance.ensemble.ecoc module multi_imbalance.ensemble.mrbbagging module

multi_imbalance.ensemble.ovo module multi_imbalance.ensemble.soup_bagging module multi_imbalance.ensemble.tests module multi_imbalance.ensemble.tests.test_ecoc module multi_imbalance.ensemble.tests.test_mrbbagging module multi_imbalance.ensemble.tests.test_ovo module multi_imbalance.ensemble.tests.test_soupbagging module multi_imbalance.resampling module multi_imbalance.resampling.global_cs module multi_imbalance.resampling.mdo module multi_imbalance.resampling.soup module multi_imbalance.resampling.spider module multi_imbalance.resampling.static_smote module multi_imbalance.resampling.tests module multi_imbalance.resampling.tests.test_globalcs module multi_imbalance.resampling.tests.test_mdo module multi_imbalance.resampling.tests.test_soup module multi_imbalance.resampling.tests.test_spider module multi_imbalance.resampling.tests.test_static_smote module multi_imbalance.utils module multi_imbalance.utils.array_util module multi_imbalance.utils.data module multi_imbalance.utils.metrics module multi_imbalance.utils.min_int_maj module multi_imbalance.utils.plot module

O

OVO (class in multi_imbalance.ensemble.ovo)

P

plot_cardinality_and_2d_data() (in module multi_imbalance.utils.plot) plot_visual_comparision_datasets() (in module multi_imbalance.utils.plot) predict() (multi_imbalance.ensemble.ecoc.ECOC method) (multi_imbalance.ensemble.mrbbagging.MRBBagging method) (multi_imbalance.ensemble.ovo.OVO method) (multi_imbalance.ensemble.soup_bagging.SOUPBagging method)

predict_proba() (multi_imbalance.ensemble.soup_bagging.SOUPBagging method)

R

relabel() (multi_imbalance.resampling.spider.SPIDER3 method)

S

setdiff() (in module multi_imbalance.utils.array_util) should_perform_oversampling() (multi_imbalance.ensemble.ovo.OVO method) SOUP (class in multi_imbalance.resampling.soup)

soup_mock() (in module multi_imbalance.resampling.tests.test_soup) SOUPBagging (class in multi_imbalance.ensemble.soup_bagging) SPIDER3 (class in multi_imbalance.resampling.spider) StaticSMOTE (class in multi_imbalance.resampling.static_smote)

T

test__group_data() (multi_imbalance.ensemble.tests.test_mrbbagging.TestMRBBagging method) test__group_data_with_none() (multi_imbalance.ensemble.tests.test_mrbbagging.TestMRBBagging method) test_api() (multi_imbalance.ensemble.tests.test_mrbbagging.TestMRBBagging method) test_api_multiple_trees() (multi_imbalance.ensemble.tests.test_mrbbagging.TestMRBBagging method) test_api_with_feature_selection() (multi_imbalance.ensemble.tests.test_mrbbagging.TestMRBBagging method) test_api_with_feature_selection_sqrt_features() (multi_imbalance.ensemble.tests.test_mrbbagging.TestMRBBagging method) test_api_with_random_feature_selection() (multi_imbalance.ensemble.tests.test_mrbbagging.TestMRBBagging method) test_binary_classifiers() (in module multi_imbalance.ensemble.tests.test_ovo) test_calculating_safe_levels_for_class() (in module multi_imbalance.resampling.tests.test_soup) test_calculating_safe_levels_for_sample() (in module multi_imbalance.resampling.tests.test_soup) test_choose_samples() (in module multi_imbalance.resampling.tests.test_mdo) test_choose_samples_when_correct() (in module multi_imbalance.resampling.tests.test_mdo) test_choose_samples_when_zero_samples_expected() (in module multi_imbalance.resampling.tests.test_mdo) test_default_classifier() (in module multi_imbalance.ensemble.tests.test_soupbagging) test_dense_and_sparse_with_not_cached_matrices() (in module multi_imbalance.ensemble.tests.test_ecoc) test_ecoc_with_sklearn_pipeline() (in module multi_imbalance.ensemble.tests.test_ecoc) (in module multi_imbalance.ensemble.tests.test_ovo) test_encoding() (in module multi_imbalance.ensemble.tests.test_ecoc) test_estimate_cost_matrix() (in module multi_imbalance.resampling.tests.test_spider) test_exception() (in module multi_imbalance.ensemble.tests.test_soupbagging) test_fit_classifier_classifier() (in module multi_imbalance.ensemble.tests.test_soupbagging) test_fit_predict() (in module multi_imbalance.ensemble.tests.test_ovo) test_fit_resample() (in module multi_imbalance.resampling.tests.test_spider) test_fit_with_invalid_classifier() (multi_imbalance.ensemble.tests.test_mrbbagging.TestMRBBagging method) test_fit_with_invalid_labels() (multi_imbalance.ensemble.tests.test_mrbbagging.TestMRBBagging method) test_hamming_distance() (in module multi_imbalance.ensemble.tests.test_ecoc) test_intersect() (in module multi_imbalance.resampling.tests.test_spider) test_knn() (in module multi_imbalance.resampling.tests.test_spider) test_load_datasets() (in module multi_imbalance.datasets.tests.test_data_loader)

test_max_voting() (in module multi_imbalance.ensemble.tests.test_ovo) test_mdo_api() (in module multi_imbalance.resampling.tests.test_mdo) test_min_cost_classes() (in module multi_imbalance.resampling.tests.test_spider) test_no_oversampling() (in module multi_imbalance.ensemble.tests.test_ecoc) test_output_equal_replication() (in module multi_imbalance.resampling.tests.test_globalcs) test_output_length_validate() (in module multi_imbalance.resampling.tests.test_globalcs) test_oversample() (in module multi_imbalance.resampling.tests.test_soup) test_own_classifier_without_predict_and_fit() (in module multi_imbalance.ensemble.tests.test_ecoc) test_own_preprocessing_without_fit_resample() (in module multi_imbalance.ensemble.tests.test_ovo) test_own_preprocessing_without_fit_transform() (in module multi_imbalance.ensemble.tests.test_ecoc) test_predefined_classifiers_and_preprocessings_without_errors() (in module multi_imbalance.ensemble.tests.test_ovo) test_predefined_classifiers_and_weighting_without_exceptions() (in module multi_imbalance.ensemble.tests.test_ecoc) test_random_oversampling() (in module multi_imbalance.ensemble.tests.test_ecoc) test_setdiff() (in module multi_imbalance.resampling.tests.test_spider) test_soubagging() (in module multi_imbalance.ensemble.tests.test_soupbagging) test_static_smote() (in module multi_imbalance.resampling.tests.test_static_smote) test_undersample() (in module multi_imbalance.resampling.tests.test_soup) test_union() (in module multi_imbalance.resampling.tests.test_spider) test_unknown_classifier() (in module multi_imbalance.ensemble.tests.test_ecoc) test_unknown_preprocessing() (in module multi_imbalance.ensemble.tests.test_ecoc) (in module multi_imbalance.ensemble.tests.test_ovo) test_unknown_preprocessing_between_strategy_raises_exception() (in module multi_imbalance.ensemble.tests.test_ovo) test_with_invalid_k() (multi_imbalance.ensemble.tests.test_mrbbagging.TestMRBBagging method) test_with_own_classifier() (in module multi_imbalance.ensemble.tests.test_ecoc) (in module multi_imbalance.ensemble.tests.test_ovo) test_with_own_preprocessing() (in module multi_imbalance.ensemble.tests.test_ecoc) (in module multi_imbalance.ensemble.tests.test_ovo) test_zero_variance() (in module multi_imbalance.resampling.tests.test_mdo) TestMRBBagging (class in multi_imbalance.ensemble.tests.test_mrbbagging)

U

union() (in module multi_imbalance.utils.array_util)