Index

A

abb_exp() (in module asid.automl_imbalanced.tools_ilc) asid module asid.automl_imbalanced module asid.automl_imbalanced.abb module asid.automl_imbalanced.check_tools module asid.automl_imbalanced.ilc module asid.automl_imbalanced.tools_abb module asid.automl_imbalanced.tools_ilc module

asid.automl_small module asid.automl_small.dataset_similarity_metrics module asid.automl_small.generative_model_estimation module asid.automl_small.generative_model_sampling module asid.automl_small.gm module asid.automl_small.tools module AutoBalanceBoost (class in asid.automl_imbalanced.abb)

B

balance_exp() (in module asid.automl_imbalanced.tools_ilc)

boosting_of_bagging_procedure() (in module asid.automl_imbalanced.tools_abb)

C

c2st_accuracy() (in module asid.automl_small.dataset_similarity_metrics) c2st_roc_auc() (in module asid.automl_small.dataset_similarity_metrics) calc_bayesian_gmm_acc() (in module asid.automl_small.generative_model_estimation) calc_fscore() (in module asid.automl_imbalanced.tools_abb) calc_gmm_acc() (in module asid.automl_small.generative_model_estimation) calc_kde_acc() (in module asid.automl_small.generative_model_estimation) calc_leaderboard() (in module asid.automl_imbalanced.tools_ilc) calc_metric() (in module asid.automl_imbalanced.tools_ilc) calc_metrics() (in module asid.automl_small.dataset_similarity_metrics) calc_pipeline_acc() (in module asid.automl_imbalanced.tools_ilc) calc_sdv_acc() (in module asid.automl_small.generative_model_estimation) calc_share() (in module asid.automl_imbalanced.tools_abb) check_abb_fitted() (in module asid.automl_imbalanced.check_tools) check_eval_metric_list() (in module asid.automl_imbalanced.check_tools) check_gen_model_list() (in module asid.automl_small.tools)

check_gm_fitted() (in module asid.automl_small.tools) check_ilc_fitted() (in module asid.automl_imbalanced.check_tools) check_num_type() (in module asid.automl_imbalanced.check_tools) (in module asid.automl_small.tools) check_sim_metric_list() (in module asid.automl_small.tools) check_x_y() (in module asid.automl_imbalanced.check_tools) (in module asid.automl_small.tools) choose_and_fit_ilc() (in module asid.automl_imbalanced.tools_ilc) choose_and_fit_model() (in module asid.automl_small.tools) choose_feat() (in module asid.automl_imbalanced.tools_abb) classes_ (asid.automl_imbalanced.ilc.ImbalancedLearningClassifier attribute) classifer_ (asid.automl_imbalanced.ilc.ImbalancedLearningClassifier attribute) classifer_label_ (asid.automl_imbalanced.ilc.ImbalancedLearningClassifier attribute) conf_int_ (asid.automl_imbalanced.ilc.ImbalancedLearningClassifier attribute) cv_balance_procedure() (in module asid.automl_imbalanced.tools_abb) cv_split_procedure() (in module asid.automl_imbalanced.tools_abb)

E

encoder_ (asid.automl_imbalanced.ilc.ImbalancedLearningClassifier attribute) ensemble_ (asid.automl_imbalanced.abb.AutoBalanceBoost attribute)

evaluated_models_scores_ (asid.automl_imbalanced.ilc.ImbalancedLearningClassifier attribute) evaluated_models_time_ (asid.automl_imbalanced.ilc.ImbalancedLearningClassifier attribute)

F

feature_importances() (asid.automl_imbalanced.abb.AutoBalanceBoost method) first_ensemble_procedure() (in module asid.automl_imbalanced.tools_abb) first_ensemble_procedure_with_cv_model() (in module asid.automl_imbalanced.tools_abb) fit() (asid.automl_imbalanced.abb.AutoBalanceBoost method) (asid.automl_imbalanced.ilc.ImbalancedLearningClassifier method) (asid.automl_small.gm.GenerativeModel method)

fit_alg() (in module asid.automl_imbalanced.tools_ilc) fit_ensemble() (in module asid.automl_imbalanced.tools_abb) fit_model() (in module asid.automl_small.generative_model_estimation) fit_res_model() (in module asid.automl_imbalanced.tools_ilc)

G

gen_model_ (asid.automl_small.gm.GenerativeModel attribute) gen_model_label_ (asid.automl_small.gm.GenerativeModel attribute) GenerativeModel (class in asid.automl_small.gm) get_balance_params() (in module asid.automl_imbalanced.tools_ilc) get_bayesian_gmm_model() (in module asid.automl_small.generative_model_estimation) get_best_bc() (in module asid.automl_imbalanced.tools_abb) get_bootstrap_balanced_samples() (in module asid.automl_imbalanced.tools_abb) get_copula_model() (in module asid.automl_small.generative_model_estimation) get_copulagan_model() (in module asid.automl_small.generative_model_estimation) get_ctgan_model() (in module asid.automl_small.generative_model_estimation)

get_cv_type() (in module asid.automl_imbalanced.tools_ilc) get_feat_imp() (in module asid.automl_imbalanced.tools_abb) get_gmm_model() (in module asid.automl_small.generative_model_estimation) get_newds() (in module asid.automl_imbalanced.tools_abb) get_pred() (in module asid.automl_imbalanced.tools_abb) get_pred_proba() (in module asid.automl_imbalanced.tools_abb) get_sampl_strat_for_case() (in module asid.automl_imbalanced.tools_ilc) get_sampled_data() (in module asid.automl_small.generative_model_sampling) get_tvae_model() (in module asid.automl_small.generative_model_estimation) gmm_sample_procedure() (in module asid.automl_small.generative_model_sampling)

I

ImbalancedLearningClassifier (class in asid.automl_imbalanced.ilc)

info_ (asid.automl_small.gm.GenerativeModel attribute)

K

ks_permutation() (in module asid.automl_small.dataset_similarity_metrics)

ks_permutation_var() (in module asid.automl_small.dataset_similarity_metrics) ks_test() (in module asid.automl_small.dataset_similarity_metrics)

L

leaderboard() (asid.automl_imbalanced.ilc.ImbalancedLearningClassifier method)

M

module asid asid.automl_imbalanced asid.automl_imbalanced.abb asid.automl_imbalanced.check_tools asid.automl_imbalanced.ilc asid.automl_imbalanced.tools_abb asid.automl_imbalanced.tools_ilc asid.automl_small asid.automl_small.dataset_similarity_metrics asid.automl_small.generative_model_estimation asid.automl_small.generative_model_sampling asid.automl_small.gm asid.automl_small.tools

N

num_feat_procedure() (in module asid.automl_imbalanced.tools_abb)

O

other_ensemble_procedure() (in module asid.automl_imbalanced.tools_abb)

P

param_ (asid.automl_imbalanced.abb.AutoBalanceBoost attribute) predict() (asid.automl_imbalanced.abb.AutoBalanceBoost method) (asid.automl_imbalanced.ilc.ImbalancedLearningClassifier method)

predict_proba() (asid.automl_imbalanced.abb.AutoBalanceBoost method) (asid.automl_imbalanced.ilc.ImbalancedLearningClassifier method)

S

sample() (asid.automl_small.gm.GenerativeModel method) sample_sdv_procedure() (in module asid.automl_small.generative_model_sampling) sample_stats() (in module asid.automl_small.generative_model_sampling) scale_data() (in module asid.automl_imbalanced.tools_ilc) scaler_ (asid.automl_imbalanced.ilc.ImbalancedLearningClassifier attribute) (asid.automl_small.gm.GenerativeModel attribute)

score() (asid.automl_small.gm.GenerativeModel method) score_ (asid.automl_imbalanced.ilc.ImbalancedLearningClassifier attribute) (asid.automl_small.gm.GenerativeModel attribute) simple_sample_sklearn_procedure() (in module asid.automl_small.generative_model_sampling) simple_sample_stats_procedure() (in module asid.automl_small.generative_model_sampling) sklearn_kde() (in module asid.automl_small.generative_model_estimation) stats_kde() (in module asid.automl_small.generative_model_estimation)

Z

zu_overfitting_statistic() (in module asid.automl_small.dataset_similarity_metrics)