Index

_

__allkeys__ (autoqild.detectors.ild_base_class.InformationLeakageDetector attribute) __calculate_majority_voting_accuracy__ (autoqild.detectors.ild_base_class.InformationLeakageDetector attribute) __calculate_random_classifier_accuracy__ (autoqild.detectors.ild_base_class.InformationLeakageDetector attribute) __call__() (autoqild.classifiers.layers.NormalizedDense method) __clean_up_dataset__ (autoqild.dataset_readers.open_ml_padding_dr.OpenMLPaddingDatasetReader attribute) (autoqild.dataset_readers.open_ml_timming_dr.OpenMLTimingDatasetReader attribute) __clear_memory__ (autoqild.automl.tabpfn_classifier.AutoTabPFNClassifier attribute) __close_backup_file__ (autoqild.detectors.ild_base_class.InformationLeakageDetector attribute) __close_file__ (autoqild.detectors.ild_base_class.InformationLeakageDetector attribute) __create_leakage_datasets__ (autoqild.dataset_readers.open_ml_padding_dr.OpenMLPaddingDatasetReader attribute) (autoqild.dataset_readers.open_ml_timming_dr.OpenMLTimingDatasetReader attribute) __create_results_from_backup__ (autoqild.detectors.ild_base_class.InformationLeakageDetector attribute) __format_name__ (autoqild.detectors.ild_base_class.InformationLeakageDetector attribute) __generate_cov_means__ (autoqild.dataset_readers.synthetic_data_generator.SyntheticDatasetGenerator attribute) (autoqild.dataset_readers.synthetic_data_generator_distance.SyntheticDatasetGeneratorDistance attribute) __get_goodnessof_fit__ (autoqild.mi_estimators.gmm_mi_estimator.GMMMIEstimator attribute) __get_training_dataset__ (autoqild.detectors.ild_base_class.InformationLeakageDetector attribute)

__init_results_files__ (autoqild.detectors.ild_base_class.InformationLeakageDetector attribute) __initialize_objects__ (autoqild.detectors.ild_base_class.InformationLeakageDetector attribute) __is_fitted__ (autoqild.automl.tabpfn_classifier.AutoTabPFNClassifier attribute) (autoqild.mi_estimators.gmm_mi_estimator.GMMMIEstimator attribute) __read_dataset__ (autoqild.dataset_readers.open_ml_padding_dr.OpenMLPaddingDatasetReader attribute) (autoqild.dataset_readers.open_ml_timming_dr.OpenMLTimingDatasetReader attribute) __read_majority_accuracies__ (autoqild.detectors.ild_base_class.InformationLeakageDetector attribute) __read_random_accuracies__ (autoqild.detectors.ild_base_class.InformationLeakageDetector attribute) __read_results_file__ (autoqild.detectors.ild_base_class.InformationLeakageDetector attribute) __store_results__ (autoqild.detectors.ild_base_class.InformationLeakageDetector attribute) __transform__ (autoqild.automl.tabpfn_classifier.AutoTabPFNClassifier attribute) (autoqild.mi_estimators.gmm_mi_estimator.GMMMIEstimator attribute) __update_backup_file__ (autoqild.detectors.ild_base_class.InformationLeakageDetector attribute) _construct_layers (autoqild.classifiers.multi_layer_perceptron.MultiLayerPerceptron attribute) _construct_model_ (autoqild.classifiers.multi_layer_perceptron.MultiLayerPerceptron attribute) _is_fitted_ (autoqild.automl.autogluon_classifier.AutoGluonClassifier attribute) (autoqild.detectors.ild_base_class.InformationLeakageDetector attribute)

A

activation (autoqild.classifiers.layers.NormalizedDense attribute) attribute_names (autoqild.dataset_readers.open_ml_padding_dr.OpenMLPaddingDatasetReader attribute) auc_score() (in module autoqild.utilities.metrics) auto_stack (autoqild.automl.autogluon_classifier.AutoGluonClassifier attribute) AutoGluonClassifier (class in autoqild.automl.autogluon_classifier) AutoGluonLeakageDetector (class in autoqild.detectors.autogluon_leakage_detector) AutoMIGluonEstimator (class in autoqild.mi_estimators.auto_gluon_estimator) AutomlClassifier (class in autoqild.automl.automl_core) autoqild.automl module autoqild.automl.autogluon_classifier module autoqild.automl.automl_core module autoqild.automl.model_configurations module autoqild.automl.tabpfn_classifier module autoqild.bayes_search module autoqild.bayes_search.bayes_search_cv module autoqild.bayes_search.bayes_search_utils module autoqild.classifiers module autoqild.classifiers.bayes_predictor module autoqild.classifiers.blind_classifiers module autoqild.classifiers.layers module autoqild.classifiers.multi_layer_perceptron module autoqild.dataset_readers module autoqild.dataset_readers.open_ml_padding_dr module autoqild.dataset_readers.open_ml_timming_dr module autoqild.dataset_readers.synthetic_data_generator module autoqild.dataset_readers.synthetic_data_generator_distance module autoqild.dataset_readers.utils module autoqild.detectors module

autoqild.detectors.autogluon_leakage_detector module autoqild.detectors.ild_base_class module autoqild.detectors.mi_estimator_detector module autoqild.detectors.mlp_leakage_detector module autoqild.detectors.random_forest_leakage_detector module autoqild.detectors.sklearn_leakage_detector module autoqild.detectors.tabpfn_leakage_detector module autoqild.mi_estimators module autoqild.mi_estimators.auto_gluon_estimator module autoqild.mi_estimators.gmm_mi_estimator module autoqild.mi_estimators.mi_base_class module autoqild.mi_estimators.mi_estimator_classification module autoqild.mi_estimators.mine_estimator module autoqild.mi_estimators.mine_estimator_mse module autoqild.mi_estimators.neural_networks_torch module autoqild.mi_estimators.pc_softmax_estimator module autoqild.mi_estimators.pytorch_utils module autoqild.mi_estimators.tab_pfn_estimator module autoqild.utilities module autoqild.utilities.dimensionality_reduction_techniques module autoqild.utilities.metrics module autoqild.utilities.statistical_tests module autoqild.utilities.utils module AutoTabPFNClassifier (class in autoqild.automl.tabpfn_classifier)

B

base_detector (autoqild.detectors.autogluon_leakage_detector.AutoGluonLeakageDetector attribute) (autoqild.detectors.ild_base_class.InformationLeakageDetector attribute) base_directory (autoqild.detectors.ild_base_class.InformationLeakageDetector attribute) base_estimator (autoqild.mi_estimators.auto_gluon_estimator.AutoMIGluonEstimator attribute) (autoqild.mi_estimators.mi_estimator_classification.ClassificationMIEstimator attribute) (autoqild.mi_estimators.tab_pfn_estimator.TabPFNMIEstimator attribute) base_learner (autoqild.mi_estimators.auto_gluon_estimator.AutoMIGluonEstimator attribute) (autoqild.mi_estimators.mi_estimator_classification.ClassificationMIEstimator attribute) (autoqild.mi_estimators.tab_pfn_estimator.TabPFNMIEstimator attribute) base_path (autoqild.automl.tabpfn_classifier.AutoTabPFNClassifier attribute) batchnorm (autoqild.classifiers.layers.NormalizedDense attribute) bayes_predictor_mi() (autoqild.dataset_readers.synthetic_data_generator.SyntheticDatasetGenerator method) (autoqild.dataset_readers.synthetic_data_generator_distance.SyntheticDatasetGeneratorDistance method)

bayes_predictor_pc_softmax_mi() (autoqild.dataset_readers.synthetic_data_generator.SyntheticDatasetGenerator method) (autoqild.dataset_readers.synthetic_data_generator_distance.SyntheticDatasetGeneratorDistance method) BayesPredictor (class in autoqild.classifiers.bayes_predictor) BayesSearchCV (class in autoqild.bayes_search.bayes_search_cv) best_aic (autoqild.mi_estimators.gmm_mi_estimator.GMMMIEstimator attribute) best_bic (autoqild.mi_estimators.gmm_mi_estimator.GMMMIEstimator attribute) best_gmm_model (autoqild.mi_estimators.gmm_mi_estimator.GMMMIEstimator attribute) best_likelihood (autoqild.mi_estimators.gmm_mi_estimator.GMMMIEstimator attribute) best_mi (autoqild.mi_estimators.gmm_mi_estimator.GMMMIEstimator attribute) best_model (autoqild.mi_estimators.gmm_mi_estimator.GMMMIEstimator attribute) best_seed (autoqild.mi_estimators.gmm_mi_estimator.GMMMIEstimator attribute) bin_ce() (in module autoqild.utilities.metrics)

C

calculate_mi() (autoqild.dataset_readers.synthetic_data_generator.SyntheticDatasetGenerator method) (autoqild.dataset_readers.synthetic_data_generator_distance.SyntheticDatasetGeneratorDistance method) check_and_delete_corrupt_h5_file() (in module autoqild.utilities.utils) class_label (autoqild.automl.autogluon_classifier.AutoGluonClassifier attribute) class_labels (autoqild.dataset_readers.synthetic_data_generator.SyntheticDatasetGenerator attribute) (autoqild.dataset_readers.synthetic_data_generator_distance.SyntheticDatasetGeneratorDistance attribute) class_net (autoqild.mi_estimators.pc_softmax_estimator.PCSoftmaxMIEstimator attribute) class_probabilities (autoqild.classifiers.blind_classifiers.PriorClassifier attribute) classes_ (autoqild.classifiers.blind_classifiers.PriorClassifier attribute) ClassificationMIEstimator (class in autoqild.mi_estimators.mi_estimator_classification) ClassNet (class in autoqild.mi_estimators.neural_networks_torch) clean_class_label() (in module autoqild.dataset_readers.utils) cls_model (autoqild.mi_estimators.gmm_mi_estimator.GMMMIEstimator attribute)

columns (autoqild.automl.autogluon_classifier.AutoGluonClassifier attribute) convert_to_dataframe() (autoqild.automl.autogluon_classifier.AutoGluonClassifier method) convert_value() (in module autoqild.bayes_search.bayes_search_utils) correct_class (autoqild.dataset_readers.open_ml_padding_dr.OpenMLPaddingDatasetReader attribute) (autoqild.dataset_readers.open_ml_timming_dr.OpenMLTimingDatasetReader attribute) covariance_type (autoqild.mi_estimators.gmm_mi_estimator.GMMMIEstimator attribute) covariances (autoqild.dataset_readers.synthetic_data_generator.SyntheticDatasetGenerator attribute) (autoqild.dataset_readers.synthetic_data_generator_distance.SyntheticDatasetGeneratorDistance attribute) create_classification_model() (autoqild.mi_estimators.gmm_mi_estimator.GMMMIEstimator method) create_dimensionality_reduction_model() (in module autoqild.utilities.dimensionality_reduction_techniques) create_directory_safely() (in module autoqild.utilities.utils) cv_iterations (autoqild.detectors.ild_base_class.InformationLeakageDetector attribute) cv_iterator (autoqild.detectors.ild_base_class.InformationLeakageDetector attribute)

D

data_frame_raw (autoqild.dataset_readers.open_ml_padding_dr.OpenMLPaddingDatasetReader attribute) dataset (autoqild.dataset_readers.open_ml_padding_dr.OpenMLPaddingDatasetReader attribute) dataset_dictionary (autoqild.dataset_readers.open_ml_padding_dr.OpenMLPaddingDatasetReader attribute) (autoqild.dataset_readers.open_ml_timming_dr.OpenMLTimingDatasetReader attribute) dataset_id (autoqild.dataset_readers.open_ml_timming_dr.OpenMLTimingDatasetReader attribute) dataset_obj (autoqild.classifiers.bayes_predictor.BayesPredictor attribute) dataset_properties (autoqild.mi_estimators.pc_softmax_estimator.PCSoftmaxMIEstimator attribute) decision_function() (autoqild.automl.autogluon_classifier.AutoGluonClassifier method) (autoqild.automl.automl_core.AutomlClassifier method) (autoqild.automl.tabpfn_classifier.AutoTabPFNClassifier method) (autoqild.classifiers.bayes_predictor.BayesPredictor method) (autoqild.classifiers.multi_layer_perceptron.MultiLayerPerceptron method) (autoqild.mi_estimators.auto_gluon_estimator.AutoMIGluonEstimator method) (autoqild.mi_estimators.gmm_mi_estimator.GMMMIEstimator method) (autoqild.mi_estimators.mi_base_class.MIEstimatorBase method) (autoqild.mi_estimators.mi_estimator_classification.ClassificationMIEstimator method) (autoqild.mi_estimators.mine_estimator.MineMIEstimator method) (autoqild.mi_estimators.mine_estimator_mse.MineMIEstimatorMSE method) (autoqild.mi_estimators.pc_softmax_estimator.PCSoftmaxMIEstimator method) (autoqild.mi_estimators.tab_pfn_estimator.TabPFNMIEstimator method)

delay (autoqild.dataset_readers.open_ml_timming_dr.OpenMLTimingDatasetReader attribute) delete_tmp_folder_after_terminate (autoqild.automl.autogluon_classifier.AutoGluonClassifier attribute) dense (autoqild.classifiers.layers.NormalizedDense attribute) detect() (autoqild.detectors.autogluon_leakage_detector.AutoGluonLeakageDetector method) (autoqild.detectors.ild_base_class.InformationLeakageDetector method) (autoqild.detectors.mi_estimator_detector.MIEstimationLeakageDetector method) (autoqild.detectors.mlp_leakage_detector.MLPLeakageDetector method) (autoqild.detectors.random_forest_leakage_detector.RandomForestLeakageDetector method) (autoqild.detectors.sklearn_leakage_detector.SklearnLeakageDetector method) (autoqild.detectors.tabpfn_leakage_detector.TabPFNLeakageDetector method) detection_method (autoqild.detectors.ild_base_class.InformationLeakageDetector attribute) device (autoqild.automl.tabpfn_classifier.AutoTabPFNClassifier attribute) (autoqild.mi_estimators.mine_estimator.MineMIEstimator attribute) (autoqild.mi_estimators.mine_estimator_mse.MineMIEstimatorMSE attribute) (autoqild.mi_estimators.neural_networks_torch.ClassNet attribute) (autoqild.mi_estimators.pc_softmax_estimator.PCSoftmaxMIEstimator attribute)

E

ent_y (autoqild.dataset_readers.synthetic_data_generator.SyntheticDatasetGenerator attribute) entropy_y() (autoqild.dataset_readers.synthetic_data_generator.SyntheticDatasetGenerator method) (autoqild.dataset_readers.synthetic_data_generator_distance.SyntheticDatasetGeneratorDistance method) estimate_mi() (autoqild.mi_estimators.auto_gluon_estimator.AutoMIGluonEstimator method) (autoqild.mi_estimators.gmm_mi_estimator.GMMMIEstimator method) (autoqild.mi_estimators.mi_base_class.MIEstimatorBase method) (autoqild.mi_estimators.mi_estimator_classification.ClassificationMIEstimator method) (autoqild.mi_estimators.mine_estimator.MineMIEstimator method) (autoqild.mi_estimators.mine_estimator_mse.MineMIEstimatorMSE method) (autoqild.mi_estimators.pc_softmax_estimator.PCSoftmaxMIEstimator method) (autoqild.mi_estimators.tab_pfn_estimator.TabPFNMIEstimator method)

estimators (autoqild.detectors.ild_base_class.InformationLeakageDetector attribute) eval_metric (autoqild.automl.autogluon_classifier.AutoGluonClassifier attribute) evaluate_scores() (autoqild.detectors.autogluon_leakage_detector.AutoGluonLeakageDetector method) (autoqild.detectors.ild_base_class.InformationLeakageDetector method) (autoqild.detectors.mlp_leakage_detector.MLPLeakageDetector method) (autoqild.detectors.random_forest_leakage_detector.RandomForestLeakageDetector method) (autoqild.detectors.sklearn_leakage_detector.SklearnLeakageDetector method) (autoqild.detectors.tabpfn_leakage_detector.TabPFNLeakageDetector method) exclude_model_types (autoqild.automl.autogluon_classifier.AutoGluonClassifier attribute)

F

FACTOR (in module autoqild.dataset_readers.utils) false_negative_rate() (in module autoqild.utilities.metrics) false_positive_rate() (in module autoqild.utilities.metrics) fanos_adjusted_lower_bound() (in module autoqild.utilities.metrics) fanos_lower_bound() (in module autoqild.utilities.metrics) final_loss (autoqild.mi_estimators.mine_estimator.MineMIEstimator attribute) (autoqild.mi_estimators.mine_estimator_mse.MineMIEstimatorMSE attribute) (autoqild.mi_estimators.pc_softmax_estimator.PCSoftmaxMIEstimator attribute) fit() (autoqild.automl.autogluon_classifier.AutoGluonClassifier method) (autoqild.automl.automl_core.AutomlClassifier method) (autoqild.automl.tabpfn_classifier.AutoTabPFNClassifier method) (autoqild.classifiers.bayes_predictor.BayesPredictor method) (autoqild.classifiers.blind_classifiers.PriorClassifier method) (autoqild.classifiers.multi_layer_perceptron.MultiLayerPerceptron method) (autoqild.detectors.autogluon_leakage_detector.AutoGluonLeakageDetector method) (autoqild.detectors.ild_base_class.InformationLeakageDetector method) (autoqild.detectors.mi_estimator_detector.MIEstimationLeakageDetector method) (autoqild.detectors.mlp_leakage_detector.MLPLeakageDetector method) (autoqild.detectors.random_forest_leakage_detector.RandomForestLeakageDetector method) (autoqild.detectors.sklearn_leakage_detector.SklearnLeakageDetector method) (autoqild.detectors.tabpfn_leakage_detector.TabPFNLeakageDetector method) (autoqild.mi_estimators.auto_gluon_estimator.AutoMIGluonEstimator method) (autoqild.mi_estimators.gmm_mi_estimator.GMMMIEstimator method) (autoqild.mi_estimators.mi_base_class.MIEstimatorBase method) (autoqild.mi_estimators.mi_estimator_classification.ClassificationMIEstimator method) (autoqild.mi_estimators.mine_estimator.MineMIEstimator method) (autoqild.mi_estimators.mine_estimator_mse.MineMIEstimatorMSE method) (autoqild.mi_estimators.pc_softmax_estimator.PCSoftmaxMIEstimator method) (autoqild.mi_estimators.tab_pfn_estimator.TabPFNMIEstimator method)

fit_params (autoqild.detectors.ild_base_class.InformationLeakageDetector attribute) flip_y (autoqild.dataset_readers.synthetic_data_generator.SyntheticDatasetGenerator attribute) flip_y_prob (autoqild.dataset_readers.synthetic_data_generator.SyntheticDatasetGenerator attribute) fold_id (autoqild.dataset_readers.open_ml_timming_dr.OpenMLTimingDatasetReader attribute) (autoqild.dataset_readers.synthetic_data_generator.SyntheticDatasetGenerator attribute) (autoqild.dataset_readers.synthetic_data_generator_distance.SyntheticDatasetGeneratorDistance attribute) forward() (autoqild.mi_estimators.neural_networks_torch.ClassNet method) (autoqild.mi_estimators.neural_networks_torch.StatNet method)

G

gen_type (autoqild.dataset_readers.synthetic_data_generator.SyntheticDatasetGenerator attribute) (autoqild.dataset_readers.synthetic_data_generator_distance.SyntheticDatasetGeneratorDistance attribute) GEN_TYPES (in module autoqild.dataset_readers.utils) generate_dataset() (autoqild.dataset_readers.synthetic_data_generator.SyntheticDatasetGenerator method) (autoqild.dataset_readers.synthetic_data_generator_distance.SyntheticDatasetGeneratorDistance method) generate_samples_for_class() (autoqild.dataset_readers.synthetic_data_generator.SyntheticDatasetGenerator method) (autoqild.dataset_readers.synthetic_data_generator_distance.SyntheticDatasetGeneratorDistance method) generate_samples_per_class() (in module autoqild.dataset_readers.utils) get_bayes_mi() (autoqild.dataset_readers.synthetic_data_generator.SyntheticDatasetGenerator method) (autoqild.dataset_readers.synthetic_data_generator_distance.SyntheticDatasetGeneratorDistance method) get_bayes_predictor_scores() (autoqild.classifiers.bayes_predictor.BayesPredictor method) get_data() (autoqild.dataset_readers.open_ml_padding_dr.OpenMLPaddingDatasetReader method) (autoqild.dataset_readers.open_ml_timming_dr.OpenMLTimingDatasetReader method) get_k_rank_model() (autoqild.automl.autogluon_classifier.AutoGluonClassifier method) get_mine_loss() (in module autoqild.mi_estimators.pytorch_utils) get_model() (autoqild.automl.autogluon_classifier.AutoGluonClassifier method) get_optimizer_and_parameters() (in module autoqild.mi_estimators.pytorch_utils) get_parameters_at_k() (in module autoqild.bayes_search.bayes_search_utils)

get_params() (autoqild.automl.automl_core.AutomlClassifier method) (autoqild.classifiers.multi_layer_perceptron.MultiLayerPerceptron method) (autoqild.mi_estimators.mi_base_class.MIEstimatorBase method) get_prob_dist_x_given_y() (autoqild.dataset_readers.synthetic_data_generator.SyntheticDatasetGenerator method) (autoqild.dataset_readers.synthetic_data_generator_distance.SyntheticDatasetGeneratorDistance method) get_prob_flip_y_given_x() (autoqild.dataset_readers.synthetic_data_generator.SyntheticDatasetGenerator method) get_prob_fn_margx() (autoqild.dataset_readers.synthetic_data_generator.SyntheticDatasetGenerator method) (autoqild.dataset_readers.synthetic_data_generator_distance.SyntheticDatasetGeneratorDistance method) get_prob_x_given_flip_y() (autoqild.dataset_readers.synthetic_data_generator.SyntheticDatasetGenerator method) get_prob_x_given_y() (autoqild.dataset_readers.synthetic_data_generator.SyntheticDatasetGenerator method) (autoqild.dataset_readers.synthetic_data_generator_distance.SyntheticDatasetGeneratorDistance method) get_prob_y_given_x() (autoqild.dataset_readers.synthetic_data_generator.SyntheticDatasetGenerator method) (autoqild.dataset_readers.synthetic_data_generator_distance.SyntheticDatasetGeneratorDistance method) get_sampled_imbalanced_data() (autoqild.dataset_readers.open_ml_padding_dr.OpenMLPaddingDatasetReader method) (autoqild.dataset_readers.open_ml_timming_dr.OpenMLTimingDatasetReader method) get_scores() (in module autoqild.bayes_search.bayes_search_utils) get_weights() (autoqild.classifiers.layers.NormalizedDense method) GMMMIEstimator (class in autoqild.mi_estimators.gmm_mi_estimator)

H

hash_value (autoqild.detectors.ild_base_class.InformationLeakageDetector attribute) helmann_raviv_function() (in module autoqild.utilities.metrics) helmann_raviv_upper_bound() (in module autoqild.utilities.metrics) hidden_layers (autoqild.mi_estimators.neural_networks_torch.ClassNet attribute) (autoqild.mi_estimators.neural_networks_torch.StatNet attribute) hp_iters (autoqild.detectors.sklearn_leakage_detector.SklearnLeakageDetector attribute) hyperparameter_optimization() (autoqild.detectors.autogluon_leakage_detector.AutoGluonLeakageDetector method) (autoqild.detectors.ild_base_class.InformationLeakageDetector method) (autoqild.detectors.mi_estimator_detector.MIEstimationLeakageDetector method) (autoqild.detectors.mlp_leakage_detector.MLPLeakageDetector method) (autoqild.detectors.random_forest_leakage_detector.RandomForestLeakageDetector method) (autoqild.detectors.sklearn_leakage_detector.SklearnLeakageDetector method) (autoqild.detectors.tabpfn_leakage_detector.TabPFNLeakageDetector method)

hyperparameter_tune_kwargs (autoqild.automl.autogluon_classifier.AutoGluonClassifier attribute) hyperparameters (autoqild.automl.autogluon_classifier.AutoGluonClassifier attribute) (in module autoqild.automl.model_configurations)

I

imbalance (autoqild.dataset_readers.open_ml_timming_dr.OpenMLTimingDatasetReader attribute) (autoqild.dataset_readers.synthetic_data_generator.SyntheticDatasetGenerator attribute) (autoqild.dataset_readers.synthetic_data_generator_distance.SyntheticDatasetGeneratorDistance attribute) InformationLeakageDetector (class in autoqild.detectors.ild_base_class)

init() (in module autoqild.mi_estimators.pytorch_utils) inner_cv_iterator (autoqild.detectors.sklearn_leakage_detector.SklearnLeakageDetector attribute) input (autoqild.mi_estimators.neural_networks_torch.ClassNet attribute) (autoqild.mi_estimators.neural_networks_torch.StatNet attribute) is_pc_softmax (autoqild.mi_estimators.neural_networks_torch.ClassNet attribute)

L

label_binarizer (autoqild.mi_estimators.mine_estimator.MineMIEstimator attribute) LABEL_COL (in module autoqild.dataset_readers.utils) leaderboard (autoqild.automl.autogluon_classifier.AutoGluonClassifier attribute) learner (autoqild.detectors.autogluon_leakage_detector.AutoGluonLeakageDetector attribute) learner_params (autoqild.detectors.ild_base_class.InformationLeakageDetector attribute) (autoqild.mi_estimators.auto_gluon_estimator.AutoMIGluonEstimator attribute) (autoqild.mi_estimators.mi_estimator_classification.ClassificationMIEstimator attribute) (autoqild.mi_estimators.tab_pfn_estimator.TabPFNMIEstimator attribute) log_callback() (in module autoqild.bayes_search.bayes_search_utils) log_exception_error() (in module autoqild.utilities.utils) log_loss_estimation() (in module autoqild.utilities.metrics) log_mean_exp() (in module autoqild.mi_estimators.pytorch_utils) logger (autoqild.automl.autogluon_classifier.AutoGluonClassifier attribute) (autoqild.automl.tabpfn_classifier.AutoTabPFNClassifier attribute) (autoqild.bayes_search.bayes_search_cv.BayesSearchCV attribute) (autoqild.classifiers.bayes_predictor.BayesPredictor attribute) (autoqild.classifiers.multi_layer_perceptron.MultiLayerPerceptron attribute) (autoqild.dataset_readers.open_ml_padding_dr.OpenMLPaddingDatasetReader attribute) (autoqild.dataset_readers.open_ml_timming_dr.OpenMLTimingDatasetReader attribute) (autoqild.dataset_readers.synthetic_data_generator.SyntheticDatasetGenerator attribute) (autoqild.dataset_readers.synthetic_data_generator_distance.SyntheticDatasetGeneratorDistance attribute) (autoqild.detectors.autogluon_leakage_detector.AutoGluonLeakageDetector attribute) (autoqild.detectors.ild_base_class.InformationLeakageDetector attribute) (autoqild.detectors.sklearn_leakage_detector.SklearnLeakageDetector attribute) (autoqild.mi_estimators.gmm_mi_estimator.GMMMIEstimator attribute) (autoqild.mi_estimators.mi_estimator_classification.ClassificationMIEstimator attribute) (autoqild.mi_estimators.pc_softmax_estimator.PCSoftmaxMIEstimator attribute)

logsumexp() (in module autoqild.utilities.utils)

M

MajorityVoting (class in autoqild.classifiers.blind_classifiers) means (autoqild.dataset_readers.synthetic_data_generator.SyntheticDatasetGenerator attribute) (autoqild.dataset_readers.synthetic_data_generator_distance.SyntheticDatasetGeneratorDistance attribute) mi_val (autoqild.mi_estimators.mine_estimator_mse.MineMIEstimatorMSE attribute) (autoqild.mi_estimators.pc_softmax_estimator.PCSoftmaxMIEstimator attribute) mi_validation_final (autoqild.mi_estimators.mine_estimator.MineMIEstimator attribute) mid_point_mi() (in module autoqild.utilities.metrics) MIEstimationLeakageDetector (class in autoqild.detectors.mi_estimator_detector) MIEstimatorBase (class in autoqild.mi_estimators.mi_base_class) MineMIEstimator (class in autoqild.mi_estimators.mine_estimator) MineMIEstimatorMSE (class in autoqild.mi_estimators.mine_estimator_mse) MLPLeakageDetector (class in autoqild.detectors.mlp_leakage_detector) model (autoqild.automl.autogluon_classifier.AutoGluonClassifier attribute) (autoqild.automl.tabpfn_classifier.AutoTabPFNClassifier attribute) (autoqild.classifiers.multi_layer_perceptron.MultiLayerPerceptron attribute) models (autoqild.mi_estimators.mine_estimator.MineMIEstimator attribute) module autoqild.automl autoqild.automl.autogluon_classifier autoqild.automl.automl_core autoqild.automl.model_configurations autoqild.automl.tabpfn_classifier autoqild.bayes_search autoqild.bayes_search.bayes_search_cv autoqild.bayes_search.bayes_search_utils autoqild.classifiers autoqild.classifiers.bayes_predictor autoqild.classifiers.blind_classifiers autoqild.classifiers.layers autoqild.classifiers.multi_layer_perceptron autoqild.dataset_readers autoqild.dataset_readers.open_ml_padding_dr autoqild.dataset_readers.open_ml_timming_dr autoqild.dataset_readers.synthetic_data_generator autoqild.dataset_readers.synthetic_data_generator_distance autoqild.dataset_readers.utils autoqild.detectors autoqild.detectors.autogluon_leakage_detector autoqild.detectors.ild_base_class autoqild.detectors.mi_estimator_detector autoqild.detectors.mlp_leakage_detector autoqild.detectors.random_forest_leakage_detector autoqild.detectors.sklearn_leakage_detector autoqild.detectors.tabpfn_leakage_detector autoqild.mi_estimators autoqild.mi_estimators.auto_gluon_estimator autoqild.mi_estimators.gmm_mi_estimator autoqild.mi_estimators.mi_base_class autoqild.mi_estimators.mi_estimator_classification autoqild.mi_estimators.mine_estimator autoqild.mi_estimators.mine_estimator_mse autoqild.mi_estimators.neural_networks_torch autoqild.mi_estimators.pc_softmax_estimator autoqild.mi_estimators.pytorch_utils autoqild.mi_estimators.tab_pfn_estimator autoqild.utilities autoqild.utilities.dimensionality_reduction_techniques autoqild.utilities.metrics autoqild.utilities.statistical_tests autoqild.utilities.utils

MultiLayerPerceptron (class in autoqild.classifiers.multi_layer_perceptron)

N

n_classes (autoqild.automl.autogluon_classifier.AutoGluonClassifier attribute) (autoqild.automl.tabpfn_classifier.AutoTabPFNClassifier attribute) (autoqild.classifiers.bayes_predictor.BayesPredictor attribute) (autoqild.classifiers.blind_classifiers.PriorClassifier attribute) (autoqild.dataset_readers.synthetic_data_generator.SyntheticDatasetGenerator attribute) (autoqild.dataset_readers.synthetic_data_generator_distance.SyntheticDatasetGeneratorDistance attribute) n_ensembles (autoqild.automl.tabpfn_classifier.AutoTabPFNClassifier attribute) n_features (autoqild.automl.autogluon_classifier.AutoGluonClassifier attribute) (autoqild.automl.tabpfn_classifier.AutoTabPFNClassifier attribute) (autoqild.dataset_readers.open_ml_padding_dr.OpenMLPaddingDatasetReader attribute) (autoqild.dataset_readers.open_ml_timming_dr.OpenMLTimingDatasetReader attribute) (autoqild.dataset_readers.synthetic_data_generator.SyntheticDatasetGenerator attribute) (autoqild.dataset_readers.synthetic_data_generator_distance.SyntheticDatasetGeneratorDistance attribute)

n_hypothesis (autoqild.detectors.ild_base_class.InformationLeakageDetector attribute) n_inner_folds (autoqild.detectors.sklearn_leakage_detector.SklearnLeakageDetector attribute) n_instances (autoqild.dataset_readers.synthetic_data_generator.SyntheticDatasetGenerator attribute) (autoqild.dataset_readers.synthetic_data_generator_distance.SyntheticDatasetGeneratorDistance attribute) n_jobs (autoqild.detectors.sklearn_leakage_detector.SklearnLeakageDetector attribute) n_models (autoqild.mi_estimators.gmm_mi_estimator.GMMMIEstimator attribute) (autoqild.mi_estimators.mine_estimator.MineMIEstimator attribute) n_reduced (autoqild.automl.tabpfn_classifier.AutoTabPFNClassifier attribute) (autoqild.mi_estimators.gmm_mi_estimator.GMMMIEstimator attribute) noise (autoqild.dataset_readers.synthetic_data_generator_distance.SyntheticDatasetGeneratorDistance attribute) norm_layer (autoqild.classifiers.layers.NormalizedDense attribute) normalize() (in module autoqild.utilities.utils) NormalizedDense (class in autoqild.classifiers.layers) num_comps (autoqild.mi_estimators.gmm_mi_estimator.GMMMIEstimator attribute)

O

OpenMLPaddingDatasetReader (class in autoqild.dataset_readers.open_ml_padding_dr) OpenMLTimingDatasetReader (class in autoqild.dataset_readers.open_ml_timming_dr) optimizer (autoqild.mi_estimators.pc_softmax_estimator.PCSoftmaxMIEstimator attribute) optimizer_cls (autoqild.mi_estimators.mine_estimator.MineMIEstimator attribute) (autoqild.mi_estimators.mine_estimator_mse.MineMIEstimatorMSE attribute)

optimizers_file_path (autoqild.bayes_search.bayes_search_cv.BayesSearchCV attribute) output (autoqild.mi_estimators.neural_networks_torch.ClassNet attribute) (autoqild.mi_estimators.neural_networks_torch.StatNet attribute) output_folder (autoqild.automl.autogluon_classifier.AutoGluonClassifier attribute) own_softmax() (in module autoqild.mi_estimators.pytorch_utils)

P

padding_code (autoqild.detectors.ild_base_class.InformationLeakageDetector attribute) padding_name (autoqild.detectors.ild_base_class.InformationLeakageDetector attribute) paired_ttest() (in module autoqild.utilities.statistical_tests) pc_softmax_estimation() (in module autoqild.utilities.metrics) PCSoftmaxMIEstimator (class in autoqild.mi_estimators.pc_softmax_estimator) pdf() (in module autoqild.dataset_readers.utils) predict() (autoqild.automl.autogluon_classifier.AutoGluonClassifier method) (autoqild.automl.automl_core.AutomlClassifier method) (autoqild.automl.tabpfn_classifier.AutoTabPFNClassifier method) (autoqild.classifiers.bayes_predictor.BayesPredictor method) (autoqild.classifiers.blind_classifiers.PriorClassifier method) (autoqild.classifiers.multi_layer_perceptron.MultiLayerPerceptron method) (autoqild.mi_estimators.auto_gluon_estimator.AutoMIGluonEstimator method) (autoqild.mi_estimators.gmm_mi_estimator.GMMMIEstimator method) (autoqild.mi_estimators.mi_base_class.MIEstimatorBase method) (autoqild.mi_estimators.mi_estimator_classification.ClassificationMIEstimator method) (autoqild.mi_estimators.mine_estimator.MineMIEstimator method) (autoqild.mi_estimators.mine_estimator_mse.MineMIEstimatorMSE method) (autoqild.mi_estimators.pc_softmax_estimator.PCSoftmaxMIEstimator method) (autoqild.mi_estimators.tab_pfn_estimator.TabPFNMIEstimator method)

predict_proba() (autoqild.automl.autogluon_classifier.AutoGluonClassifier method) (autoqild.automl.automl_core.AutomlClassifier method) (autoqild.automl.tabpfn_classifier.AutoTabPFNClassifier method) (autoqild.classifiers.bayes_predictor.BayesPredictor method) (autoqild.classifiers.multi_layer_perceptron.MultiLayerPerceptron method) (autoqild.mi_estimators.auto_gluon_estimator.AutoMIGluonEstimator method) (autoqild.mi_estimators.gmm_mi_estimator.GMMMIEstimator method) (autoqild.mi_estimators.mi_base_class.MIEstimatorBase method) (autoqild.mi_estimators.mi_estimator_classification.ClassificationMIEstimator method) (autoqild.mi_estimators.mine_estimator.MineMIEstimator method) (autoqild.mi_estimators.mine_estimator_mse.MineMIEstimatorMSE method) (autoqild.mi_estimators.pc_softmax_estimator.PCSoftmaxMIEstimator method) (autoqild.mi_estimators.tab_pfn_estimator.TabPFNMIEstimator method) print_dictionary() (in module autoqild.utilities.utils) PriorClassifier (class in autoqild.classifiers.blind_classifiers) probability_calibration() (in module autoqild.bayes_search.bayes_search_utils) progress_bar() (in module autoqild.utilities.utils) pytorch_tensor_dataset() (autoqild.mi_estimators.mine_estimator.MineMIEstimator method) (autoqild.mi_estimators.mine_estimator_mse.MineMIEstimatorMSE method)

R

random_state (autoqild.automl.autogluon_classifier.AutoGluonClassifier attribute) (autoqild.automl.tabpfn_classifier.AutoTabPFNClassifier attribute) (autoqild.classifiers.bayes_predictor.BayesPredictor attribute) (autoqild.classifiers.blind_classifiers.PriorClassifier attribute) (autoqild.dataset_readers.open_ml_timming_dr.OpenMLTimingDatasetReader attribute) (autoqild.dataset_readers.synthetic_data_generator.SyntheticDatasetGenerator attribute) (autoqild.dataset_readers.synthetic_data_generator_distance.SyntheticDatasetGeneratorDistance attribute) (autoqild.detectors.ild_base_class.InformationLeakageDetector attribute) (autoqild.mi_estimators.mi_estimator_classification.ClassificationMIEstimator attribute) RandomClassifier (class in autoqild.classifiers.blind_classifiers) RandomForestLeakageDetector (class in autoqild.detectors.random_forest_leakage_detector)

reduce_dataset() (autoqild.detectors.sklearn_leakage_detector.SklearnLeakageDetector method) reduced_hyperparameters (in module autoqild.automl.model_configurations) reduction_technique (autoqild.automl.tabpfn_classifier.AutoTabPFNClassifier attribute) (autoqild.mi_estimators.gmm_mi_estimator.GMMMIEstimator attribute) reg_covar (autoqild.mi_estimators.gmm_mi_estimator.GMMMIEstimator attribute) reshape_inputs() (autoqild.classifiers.multi_layer_perceptron.MultiLayerPerceptron method) results (autoqild.detectors.ild_base_class.InformationLeakageDetector attribute) results_file (autoqild.detectors.ild_base_class.InformationLeakageDetector attribute) results_file_backup (autoqild.detectors.ild_base_class.InformationLeakageDetector attribute) rf_backup_name (autoqild.detectors.ild_base_class.InformationLeakageDetector attribute) rf_name (autoqild.detectors.ild_base_class.InformationLeakageDetector attribute) round (autoqild.mi_estimators.gmm_mi_estimator.GMMMIEstimator attribute)

S

sample_weight (autoqild.automl.autogluon_classifier.AutoGluonClassifier attribute) samples_per_class (autoqild.dataset_readers.synthetic_data_generator.SyntheticDatasetGenerator attribute) (autoqild.dataset_readers.synthetic_data_generator_distance.SyntheticDatasetGeneratorDistance attribute) santhi_vardi_upper_bound() (in module autoqild.utilities.metrics) score() (autoqild.automl.autogluon_classifier.AutoGluonClassifier method) (autoqild.automl.automl_core.AutomlClassifier method) (autoqild.automl.tabpfn_classifier.AutoTabPFNClassifier method) (autoqild.classifiers.bayes_predictor.BayesPredictor method) (autoqild.classifiers.multi_layer_perceptron.MultiLayerPerceptron method) (autoqild.mi_estimators.auto_gluon_estimator.AutoMIGluonEstimator method) (autoqild.mi_estimators.gmm_mi_estimator.GMMMIEstimator method) (autoqild.mi_estimators.mi_base_class.MIEstimatorBase method) (autoqild.mi_estimators.mi_estimator_classification.ClassificationMIEstimator method) (autoqild.mi_estimators.mine_estimator.MineMIEstimator method) (autoqild.mi_estimators.mine_estimator_mse.MineMIEstimatorMSE method) (autoqild.mi_estimators.neural_networks_torch.ClassNet method) (autoqild.mi_estimators.pc_softmax_estimator.PCSoftmaxMIEstimator method) (autoqild.mi_estimators.tab_pfn_estimator.TabPFNMIEstimator method)

scoring_model (autoqild.classifiers.multi_layer_perceptron.MultiLayerPerceptron attribute) search_space (autoqild.detectors.sklearn_leakage_detector.SklearnLeakageDetector attribute) seeds (autoqild.dataset_readers.synthetic_data_generator.SyntheticDatasetGenerator attribute) (autoqild.dataset_readers.synthetic_data_generator_distance.SyntheticDatasetGeneratorDistance attribute) selection_model (autoqild.automl.tabpfn_classifier.AutoTabPFNClassifier attribute) (autoqild.mi_estimators.gmm_mi_estimator.GMMMIEstimator attribute) server (autoqild.dataset_readers.open_ml_padding_dr.OpenMLPaddingDatasetReader attribute) set_params() (autoqild.automl.automl_core.AutomlClassifier method) (autoqild.classifiers.multi_layer_perceptron.MultiLayerPerceptron method) (autoqild.mi_estimators.mi_base_class.MIEstimatorBase method) set_weights() (autoqild.classifiers.layers.NormalizedDense method) sigmoid() (in module autoqild.utilities.utils) SklearnLeakageDetector (class in autoqild.detectors.sklearn_leakage_detector) softmax() (in module autoqild.utilities.utils) standardize_features() (in module autoqild.utilities.utils) stat_net (autoqild.mi_estimators.mine_estimator_mse.MineMIEstimatorMSE attribute) StatNet (class in autoqild.mi_estimators.neural_networks_torch) SyntheticDatasetGenerator (class in autoqild.dataset_readers.synthetic_data_generator) SyntheticDatasetGeneratorDistance (class in autoqild.dataset_readers.synthetic_data_generator_distance)

T

tabpfn_folder (autoqild.detectors.sklearn_leakage_detector.SklearnLeakageDetector attribute) TabPFNLeakageDetector (class in autoqild.detectors.tabpfn_leakage_detector)

TabPFNMIEstimator (class in autoqild.mi_estimators.tab_pfn_estimator) time_limit (autoqild.automl.autogluon_classifier.AutoGluonClassifier attribute)

U

update_params_at_k() (in module autoqild.bayes_search.bayes_search_utils)

use_hyperparameters (autoqild.automl.autogluon_classifier.AutoGluonClassifier attribute)

V

val_size (autoqild.mi_estimators.gmm_mi_estimator.GMMMIEstimator attribute) validation_loss (autoqild.detectors.sklearn_leakage_detector.SklearnLeakageDetector attribute)

verbosity (autoqild.automl.autogluon_classifier.AutoGluonClassifier attribute) vulnerable_classes (autoqild.dataset_readers.open_ml_padding_dr.OpenMLPaddingDatasetReader attribute) (autoqild.dataset_readers.open_ml_timming_dr.OpenMLTimingDatasetReader attribute)

W

wilcoxon_signed_rank_test() (in module autoqild.utilities.statistical_tests)

Y

y_cat (autoqild.mi_estimators.gmm_mi_estimator.GMMMIEstimator attribute)

y_prob (autoqild.dataset_readers.synthetic_data_generator.SyntheticDatasetGenerator attribute) (autoqild.dataset_readers.synthetic_data_generator_distance.SyntheticDatasetGeneratorDistance attribute)