Index

A

accepts_multi_class() (BaseClassifier method) (BaseMultiviewClassifier method) (FakeEstim method) (FakeEstimNative method) (FakeMCEstim method) Adaboost (class in summit.multiview_platform.monoview_classifiers.adaboost), [1] add_gaussian_noise() (HDF5Dataset method)

aggregation_estimator (SVMJumboFusion attribute) analyze() (in module summit.multiview_platform.result_analysis.execution) (ResultAnalyser method) analyze_all() (in module summit.multiview_platform.result_analysis.execution) analyze_iterations() (in module summit.multiview_platform.result_analysis.execution) arange_metrics() (in module summit.multiview_platform.exec_classif) autolabel() (in module summit.multiview_platform.result_analysis.metric_analysis)

B

base_estimator_config (ImbalanceBagging attribute) BaseClassifier (class in summit.multiview_platform.utils.base) BaseEarlyFusion (class in summit.multiview_platform.multiview_classifiers.additions.early_fusion_from_monoview) BaseFusionClassifier (class in summit.multiview_platform.multiview_classifiers.additions.fusion_utils)

BaseJumboFusion (class in summit.multiview_platform.multiview_classifiers.additions.jumbo_fusion_utils) BaseMonoviewClassifier (class in summit.multiview_platform.monoview.monoview_utils) BaseMultiviewClassifier (class in summit.multiview_platform.multiview.multiview_utils) BayesianInferenceClassifier (class in summit.multiview_platform.multiview_classifiers.bayesian_inference_fusion), [1] benchmark_init() (in module summit.multiview_platform.exec_classif)

C

C (SVMJumboFusion attribute) change_label_to_minus() (in module summit.multiview_platform.monoview.monoview_utils) change_label_to_zero() (in module summit.multiview_platform.monoview.monoview_utils) check_selected_label_names() (Dataset method) choose_combination() (CoupleDiversityFusionClassifier method) (GlobalDiversityFusionClassifier method) classed_params (Adaboost attribute) (DecisionTree attribute) (EarlyFusionAdaboost attribute) (EarlyFusionDT attribute) (EarlyFusionGB attribute) (EarlyFusionLasso attribute) (EarlyFusionRF attribute) (EarlyFusionSGD attribute) (GradientBoosting attribute) (ImbalanceBagging attribute) (KNN attribute) (Lasso attribute) (RandomForest attribute) (SCM attribute), [1], [2] (ScmBagging attribute) (SGD attribute) (WeightedLinearEarlyFusion attribute) classes_ (CustomDecisionTreeGB attribute) classifier_class_name (in module summit.multiview_platform.monoview_classifiers.adaboost) (in module summit.multiview_platform.monoview_classifiers.decision_tree) (in module summit.multiview_platform.monoview_classifiers.gradient_boosting) (in module summit.multiview_platform.monoview_classifiers.imbalance_bagging) (in module summit.multiview_platform.monoview_classifiers.knn) (in module summit.multiview_platform.monoview_classifiers.lasso) (in module summit.multiview_platform.monoview_classifiers.random_forest) (in module summit.multiview_platform.monoview_classifiers.random_scm) (in module summit.multiview_platform.monoview_classifiers.scm) (in module summit.multiview_platform.monoview_classifiers.sgd) (in module summit.multiview_platform.monoview_classifiers.svm_linear) (in module summit.multiview_platform.monoview_classifiers.svm_poly) (in module summit.multiview_platform.monoview_classifiers.svm_rbf) (in module summit.multiview_platform.multiview_classifiers.bayesian_inference_fusion) (in module summit.multiview_platform.multiview_classifiers.difficulty_fusion) (in module summit.multiview_platform.multiview_classifiers.disagree_fusion) (in module summit.multiview_platform.multiview_classifiers.double_fault_fusion) (in module summit.multiview_platform.multiview_classifiers.early_fusion_adaboost) (in module summit.multiview_platform.multiview_classifiers.early_fusion_decision_tree) (in module summit.multiview_platform.multiview_classifiers.early_fusion_gradient_boosting) (in module summit.multiview_platform.multiview_classifiers.early_fusion_lasso) (in module summit.multiview_platform.multiview_classifiers.early_fusion_random_forest) (in module summit.multiview_platform.multiview_classifiers.early_fusion_sgd) (in module summit.multiview_platform.multiview_classifiers.early_fusion_svm_rbf) (in module summit.multiview_platform.multiview_classifiers.entropy_fusion) (in module summit.multiview_platform.multiview_classifiers.lp_norm_mkl) (in module summit.multiview_platform.multiview_classifiers.majority_voting_fusion) (in module summit.multiview_platform.multiview_classifiers.mucombo) (in module summit.multiview_platform.multiview_classifiers.mumbo) (in module summit.multiview_platform.multiview_classifiers.mvml) (in module summit.multiview_platform.multiview_classifiers.svm_jumbo_fusion) (in module summit.multiview_platform.multiview_classifiers.weighted_linear_early_fusion) (in module summit.multiview_platform.multiview_classifiers.weighted_linear_late_fusion)

ClassifierCombinator (class in summit.multiview_platform.multiview_classifiers.additions.late_fusion_utils) ClassifierDistribution (class in summit.multiview_platform.multiview_classifiers.additions.late_fusion_utils) compute_possible_combinations() (in module summit.multiview_platform.monoview.monoview_utils) ConfigDistribution (class in summit.multiview_platform.multiview_classifiers.additions.late_fusion_utils) ConfigGenerator (class in summit.multiview_platform.multiview.multiview_utils) ConfigurationMaker (class in summit.multiview_platform.utils.make_file_config) confirm() (in module summit.multiview_platform.utils.dataset), [1] copy_hdf5() (in module summit.multiview_platform.utils.dataset), [1] copy_view() (HDF5Dataset method) CoupleDiversityFusionClassifier (class in summit.multiview_platform.multiview_classifiers.additions.diversity_utils) CustomDecisionTreeGB (class in summit.multiview_platform.monoview_classifiers.gradient_boosting), [1] CustomDist (class in summit.multiview_platform.utils.hyper_parameter_search) CustomRandint (class in summit.multiview_platform.utils.hyper_parameter_search) CustomUniform (class in summit.multiview_platform.utils.hyper_parameter_search)

D

Dataset (class in summit.multiview_platform.utils.dataset), [1] dataset (HDF5Dataset attribute), [1] DatasetError datasets_already_exist() (in module summit.multiview_platform.utils.dataset), [1] decision_function() (OVOWrapper method) DecisionTree (class in summit.multiview_platform.monoview_classifiers.decision_tree), [1] degree (SVMJumboFusion attribute) delete_HDF5() (in module summit.multiview_platform.utils.dataset), [1] DifficultyFusion (class in summit.multiview_platform.multiview_classifiers.difficulty_fusion), [1] DisagreeFusion (class in summit.multiview_platform.multiview_classifiers.disagree_fusion), [1] distribs (Adaboost attribute) (DecisionTree attribute) (EarlyFusionAdaboost attribute) (EarlyFusionDT attribute) (EarlyFusionGB attribute) (EarlyFusionLasso attribute) (EarlyFusionRF attribute) (EarlyFusionSGD attribute) (EarlyFusionSVMRBF attribute) (GradientBoosting attribute) (ImbalanceBagging attribute) (KNN attribute) (Lasso attribute) (LPNormMKL attribute) (MuCombo attribute) (Mumbo attribute) (MVMLClassifier attribute) (RandomForest attribute) (SCM attribute), [1], [2] (ScmBagging attribute) (SGD attribute) (SVMLinear attribute) (SVMPoly attribute) (SVMRBF attribute) (WeightedLinearEarlyFusion attribute)

diversity_measure() (DifficultyFusion method), [1] (DisagreeFusion method), [1] (DoubleFaultFusion method), [1] (EntropyFusion method), [1] (FakeDivCoupleClf method) (FakeDivGlobalClf method) DiversityFusionClassifier (class in summit.multiview_platform.multiview_classifiers.additions.diversity_utils) DoubleFaultFusion (class in summit.multiview_platform.multiview_classifiers.double_fault_fusion), [1] draw() (ClassifierDistribution method) (ConfigDistribution method) (KernelConfigDistribution method) (KernelDistribution method) (WeightDistribution method)

E

EarlyFusionAdaboost (class in summit.multiview_platform.multiview_classifiers.early_fusion_adaboost), [1] EarlyFusionDT (class in summit.multiview_platform.multiview_classifiers.early_fusion_decision_tree), [1] EarlyFusionGB (class in summit.multiview_platform.multiview_classifiers.early_fusion_gradient_boosting), [1] EarlyFusionLasso (class in summit.multiview_platform.multiview_classifiers.early_fusion_lasso), [1] EarlyFusionRF (class in summit.multiview_platform.multiview_classifiers.early_fusion_random_forest), [1] EarlyFusionSGD (class in summit.multiview_platform.multiview_classifiers.early_fusion_sgd), [1] EarlyFusionSVMRBF (class in summit.multiview_platform.multiview_classifiers.early_fusion_svm_rbf), [1] EntropyFusion (class in summit.multiview_platform.multiview_classifiers.entropy_fusion), [1] estim_features (ScmBagging attribute), [1] estimator_config (Adaboost attribute) estimators_ (ScmBagging attribute), [1]

exec_benchmark() (in module summit.multiview_platform.exec_classif) exec_classif() (in module summit.multiview_platform.exec_classif) exec_monoview() (in module summit.multiview_platform.monoview.exec_classif_mono_view) exec_monoview_multicore() (in module summit.multiview_platform.monoview.exec_classif_mono_view) exec_multiview() (in module summit.multiview_platform.multiview.exec_multiview) exec_multiview_multicore() (in module summit.multiview_platform.multiview.exec_multiview) exec_one_benchmark_mono_core() (in module summit.multiview_platform.exec_classif) execute() (in module summit.execute) extract_dict() (in module summit.multiview_platform.exec_classif) extract_labels() (KernelClassifier method) extract_subset() (in module summit.multiview_platform.utils.dataset), [1]

F

fake_analyze() (in module summit.tests.test_exec_classif) FakeArg (class in summit.tests.test_utils.test_execution) fakeBenchmarkExec() (in module summit.tests.test_exec_classif) fakeBenchmarkExec_monocore() (in module summit.tests.test_exec_classif) fakeBenchmarkExec_mutlicore() (in module summit.tests.test_exec_classif) FakeClassifier (class in summit.tests.test_result_analysis.test_feature_importances) (class in summit.tests.test_utils.test_base) FakeClassifierResult (class in summit.tests.test_result_analysis.test_duration_analysis) (class in summit.tests.test_result_analysis.test_execution) (class in summit.tests.test_result_analysis.test_feature_importances) (class in summit.tests.test_result_analysis.test_tracebacks_analysis) FakeClf (class in summit.tests.test_mono_view.test_monoview_utils) (class in summit.tests.test_result_analysis.test_execution) FakeDataset (class in summit.tests.test_multiview_classifiers.test_additions.test_diversity_utils) (class in summit.tests.test_multiview_classifiers.test_additions.test_jumbo_fusion_utils) fakeDelete() (in module summit.tests.test_exec_classif) FakeDetector (class in summit.tests.test_utils.test_base) FakeDivCoupleClf (class in summit.tests.test_multiview_classifiers.test_additions.test_diversity_utils) FakeDivGlobalClf (class in summit.tests.test_multiview_classifiers.test_additions.test_diversity_utils) FakeDset (class in summit.tests.test_utils.test_multiclass) FakeEstim (class in summit.tests.test_utils.test_hyper_parameter_search) FakeEstimMV (class in summit.tests.test_utils.test_hyper_parameter_search) FakeEstimNative (class in summit.tests.test_utils.test_multiclass) fakeExecMono() (in module summit.tests.test_exec_classif) fakeExecMulti() (in module summit.tests.test_exec_classif) fakegetResults() (in module summit.tests.test_exec_classif) fakeInitMulti() (in module summit.tests.test_exec_classif) FakeKfold (class in summit.tests.test_exec_classif) FakeMCEstim (class in summit.tests.test_utils.test_multiclass) FakeMVClassif (class in summit.tests.test_multi_view.test_multiview_utils) FakeMVClassifier (class in summit.tests.test_utils.test_multiclass) FakeMVClassifierProb (class in summit.tests.test_utils.test_multiclass) FakeNonProbaEstim (class in summit.tests.test_utils.test_multiclass) FakeProbaEstim (class in summit.tests.test_utils.test_multiclass) FakeResultAnalyzer (class in summit.tests.test_utils.test_base)

feature_importances_ (CustomDecisionTreeGB attribute) feature_names_in_ (CustomDecisionTreeGB attribute) filter() (Dataset method) (HDF5Dataset method) (RAMDataset method) find_dataset_names() (in module summit.multiview_platform.utils.execution) fit() (Adaboost method), [1] (BaseEarlyFusion method) (BaseJumboFusion method) (BaseMultiviewClassifier method) (DiversityFusionClassifier method) (FakeClassifier method) (FakeEstim method) (FakeEstimMV method) (FakeMVClassif method) (FakeMVClassifier method) (GradientBoosting method), [1] (Grid method) (Lasso method), [1] (LateFusionClassifier method) (LPNormMKL method), [1] (MuCombo method), [1] (MultiviewOVOWrapper method) (MultiviewOVRWrapper method) (Mumbo method), [1] (MVMLClassifier method), [1] (Random method) (SCM method), [1] (WeightedLinearEarlyFusion method), [1] fit_monoview_estimators() (BaseJumboFusion method) fit_multiview() (HPSearch method) format_params() (in module summit.multiview_platform.utils.hyper_parameter_search) (MultiClassWrapper method) format_previous_results() (in module summit.multiview_platform.result_analysis.execution) format_X() (KernelClassifier method)

G

gen_argument_dictionaries() (in module summit.multiview_platform.utils.execution) gen_best_params() (BaseClassifier method) gen_direcorties_names() (in module summit.multiview_platform.utils.execution) gen_distribs() (BaseClassifier method) (FakeEstim method) (FakeEstimMV method) gen_error_data() (in module summit.multiview_platform.result_analysis.error_analysis) gen_error_data_glob() (in module summit.multiview_platform.result_analysis.error_analysis) gen_feat_id() (Dataset method) gen_k_folds() (in module summit.multiview_platform.utils.execution) gen_params_from_detector() (BaseClassifier method) gen_report() (HPSearch method) gen_single_monoview_arg_dictionary() (in module summit.multiview_platform.exec_classif) gen_single_multiview_arg_dictionary() (in module summit.multiview_platform.exec_classif) gen_splits() (in module summit.multiview_platform.utils.execution) gen_test_dataset() (in module summit.tests.utils) gen_test_folds_preds() (in module summit.multiview_platform.monoview.monoview_utils) get_accuracy_graph() (in module summit.multiview_platform.monoview.monoview_utils) get_all_metrics_scores() (ResultAnalyser method) get_arguments() (in module summit.multiview_platform.result_analysis.execution) get_available_monoview_classifiers() (in module summit.multiview_platform.multiview.multiview_utils) get_base_estimator() (BaseClassifier method) get_base_string() (FakeResultAnalyzer method) (MonoviewResultAnalyzer method) (MultiviewResultAnalyzer method) (ResultAnalyser method) get_best_params() (HPSearch method) get_candidate_params() (Grid method) (HPSearch method) (Random method) get_classic_db_csv() (in module summit.multiview_platform.utils.get_multiview_db) get_classic_db_hdf5() (in module summit.multiview_platform.utils.get_multiview_db) get_classifier_config_string() (ResultAnalyser method) get_classifier_name() (FakeClassifierResult method), [1], [2], [3] (MonoviewResult method) (MultiviewResult method) get_classifiers() (LateFusionClassifier method) get_classifiers_decisions() (DiversityFusionClassifier method) get_config() (BaseClassifier method) (in module summit.multiview_platform.metrics.accuracy_score) (in module summit.multiview_platform.metrics.f1_score) (in module summit.multiview_platform.metrics.fbeta_score) (in module summit.multiview_platform.metrics.hamming_loss) (in module summit.multiview_platform.metrics.jaccard_score) (in module summit.multiview_platform.metrics.log_loss) (in module summit.multiview_platform.metrics.matthews_corrcoef) (in module summit.multiview_platform.metrics.precision_score) (in module summit.multiview_platform.metrics.recall_score) (in module summit.multiview_platform.metrics.roc_auc_score) (in module summit.multiview_platform.metrics.zero_one_loss) (MultiClassWrapper method) get_database_function() (in module summit.multiview_platform.utils.execution) get_db_config_string() (ResultAnalyser method) get_duration() (in module summit.multiview_platform.result_analysis.duration_analysis) get_feature_importance() (BaseMonoviewClassifier method) get_feature_importances() (BaseEarlyFusion method) (in module summit.multiview_platform.result_analysis.feature_importances) get_fig_size() (in module summit.multiview_platform.result_analysis.metric_analysis) get_hyper_params() (in module summit.multiview_platform.monoview.exec_classif_mono_view) get_interpretation() (Adaboost method), [1] (BaseClassifier method) (BaseMonoviewClassifier method) (DecisionTree method), [1] (GradientBoosting method), [1] (MuCombo method), [1] (MultiClassWrapper method) (Mumbo method), [1] (RandomForest method), [1] (SCM method), [1] (ScmBagging method), [1]

get_label_names() (Dataset method) (HDF5Dataset method), [1] (RAMDataset method) get_labels() (Dataset method) (HDF5Dataset method), [1] (RAMDataset method) get_mc_estim() (in module summit.multiview_platform.utils.multiclass) get_metric() (in module summit.multiview_platform.utils.base) get_metric_score() (ResultAnalyser method) get_metrics_scores() (in module summit.multiview_platform.result_analysis.metric_analysis) get_monoview_classifier() (in module summit.multiview_platform.multiview.multiview_utils) get_name() (HDF5Dataset method), [1] (RAMDataset method) get_name_for_fusion() (BaseMonoviewClassifier method) get_names() (in module summit.multiview_platform.multiview_classifiers.additions.utils) (in module summit.multiview_platform.utils.base) get_nb_class() (FakeDataset method), [1] (HDF5Dataset method), [1] (RAMDataset method) get_nb_possibilities() (CustomRandint method) get_nb_samples() (Dataset method) (FakeDset method) (HDF5Dataset method), [1] (RAMDataset method) get_param_distribs() (Random method) get_params() (BaseEarlyFusion method) (FakeClassifier method) (MultiviewOVOWrapper method) (MultiviewOVRWrapper method) (OVOWrapper method) (OVRWrapper method) (WeightedLinearEarlyFusion method), [1] get_path_dict() (in module summit.multiview_platform.exec_classif) get_plausible_db_hdf5() (in module summit.multiview_platform.utils.get_multiview_db) get_random_hps_args() (in module summit.multiview_platform.exec_classif) get_sample_errors() (in module summit.multiview_platform.result_analysis.error_analysis) get_samples_views_indices() (in module summit.multiview_platform.utils.dataset), [1] get_scorer() (in module summit.multiview_platform.metrics.accuracy_score) (in module summit.multiview_platform.metrics.f1_score) (in module summit.multiview_platform.metrics.fbeta_score) (in module summit.multiview_platform.metrics.hamming_loss) (in module summit.multiview_platform.metrics.jaccard_score) (in module summit.multiview_platform.metrics.log_loss) (in module summit.multiview_platform.metrics.matthews_corrcoef) (in module summit.multiview_platform.metrics.precision_score) (in module summit.multiview_platform.metrics.recall_score) (in module summit.multiview_platform.metrics.roc_auc_score) (in module summit.multiview_platform.metrics.zero_one_loss) get_scoring() (HPSearch method) get_shape() (Dataset method), [1] (HDF5Dataset method) (RAMDataset method) get_tags() (MultiviewOVOWrapper method) get_the_args() (in module summit.multiview_platform.utils.configuration) get_v() (Dataset method) (FakeDataset method), [1] (HDF5Dataset method), [1] (RAMDataset method) get_view_dict() (HDF5Dataset method), [1] (RAMDataset method) get_view_name() (HDF5Dataset method), [1] (RAMDataset method) get_view_specific_info() (FakeResultAnalyzer method) (MonoviewResultAnalyzer method) (MultiviewResultAnalyzer method) (ResultAnalyser method) GlobalDiversityFusionClassifier (class in summit.multiview_platform.multiview_classifiers.additions.diversity_utils) GradientBoosting (class in summit.multiview_platform.monoview_classifiers.gradient_boosting), [1] Grid (class in summit.multiview_platform.utils.hyper_parameter_search)

H

hdf5_to_monoview() (BaseEarlyFusion method) (WeightedLinearEarlyFusion method), [1]

HDF5Dataset (class in summit.multiview_platform.utils.dataset), [1] HPSearch (class in summit.multiview_platform.utils.hyper_parameter_search)

I

ImbalanceBagging (class in summit.multiview_platform.monoview_classifiers.imbalance_bagging), [1] init_argument_dictionaries() (in module summit.multiview_platform.exec_classif) init_attrs() (HDF5Dataset method), [1] (RAMDataset method) init_benchmark() (in module summit.multiview_platform.exec_classif) init_classifiers() (LateFusionClassifier method) init_combinations() (DiversityFusionClassifier method) init_constants() (in module summit.multiview_platform.monoview.exec_classif_mono_view) (in module summit.multiview_platform.multiview.exec_multiview) init_kernels() (KernelClassifier method) init_kwargs() (in module summit.multiview_platform.exec_classif) init_kwargs_func() (in module summit.multiview_platform.exec_classif) init_log_file() (in module summit.multiview_platform.utils.execution) init_monoview_estimator() (BaseFusionClassifier method) init_monoview_exps() (in module summit.multiview_platform.exec_classif)

init_multiple_datasets() (in module summit.multiview_platform.utils.dataset), [1] init_multiview_exps() (in module summit.multiview_platform.exec_classif) init_params() (LateFusionClassifier method) init_plot() (in module summit.multiview_platform.result_analysis.metric_analysis) init_random_state() (in module summit.multiview_platform.utils.execution) init_sample_indices() (Dataset method), [1] (HDF5Dataset method) (RAMDataset method) init_stats_iter_random_states() (in module summit.multiview_platform.utils.execution) init_train_test() (in module summit.multiview_platform.monoview.exec_classif_mono_view) init_view_names() (HDF5Dataset method) init_views() (in module summit.multiview_platform.utils.execution) input_() (in module summit.multiview_platform.utils.dataset), [1] is_dict_in() (in module summit.multiview_platform.exec_classif) is_just_number() (in module summit.multiview_platform.utils.dataset) iter_cmap() (in module summit.multiview_platform.result_analysis.error_analysis)

K

kernel (SVMJumboFusion attribute) KernelClassifier (class in summit.multiview_platform.multiview_classifiers.additions.kernel_learning) KernelConfigDistribution (class in summit.multiview_platform.multiview_classifiers.additions.kernel_learning)

KernelConfigGenerator (class in summit.multiview_platform.multiview_classifiers.additions.kernel_learning) KernelDistribution (class in summit.multiview_platform.multiview_classifiers.additions.kernel_learning) KernelGenerator (class in summit.multiview_platform.multiview_classifiers.additions.kernel_learning) KNN (class in summit.multiview_platform.monoview_classifiers.knn), [1]

L

Lasso (class in summit.multiview_platform.monoview_classifiers.lasso), [1]

LateFusionClassifier (class in summit.multiview_platform.multiview_classifiers.additions.late_fusion_utils) LPNormMKL (class in summit.multiview_platform.multiview_classifiers.lp_norm_mkl), [1]

M

MajorityVoting (class in summit.multiview_platform.multiview_classifiers.majority_voting_fusion), [1] make_me_noisy() (in module summit.multiview_platform.utils.get_multiview_db) max_features_ (CustomDecisionTreeGB attribute) MAX_INT (in module summit.multiview_platform.monoview_classifiers.random_scm) module summit summit.examples summit.execute summit.multiview_platform summit.multiview_platform.exec_classif summit.multiview_platform.metrics summit.multiview_platform.metrics.accuracy_score summit.multiview_platform.metrics.f1_score summit.multiview_platform.metrics.fbeta_score summit.multiview_platform.metrics.hamming_loss summit.multiview_platform.metrics.jaccard_score summit.multiview_platform.metrics.log_loss summit.multiview_platform.metrics.matthews_corrcoef summit.multiview_platform.metrics.precision_score summit.multiview_platform.metrics.recall_score summit.multiview_platform.metrics.roc_auc_score summit.multiview_platform.metrics.zero_one_loss summit.multiview_platform.monoview summit.multiview_platform.monoview.exec_classif_mono_view summit.multiview_platform.monoview.monoview_utils summit.multiview_platform.monoview_classifiers, [1] summit.multiview_platform.monoview_classifiers.adaboost, [1] summit.multiview_platform.monoview_classifiers.additions summit.multiview_platform.monoview_classifiers.additions.SVCClassifier summit.multiview_platform.monoview_classifiers.decision_tree, [1] summit.multiview_platform.monoview_classifiers.gradient_boosting, [1] summit.multiview_platform.monoview_classifiers.imbalance_bagging, [1] summit.multiview_platform.monoview_classifiers.knn, [1] summit.multiview_platform.monoview_classifiers.lasso, [1] summit.multiview_platform.monoview_classifiers.random_forest, [1] summit.multiview_platform.monoview_classifiers.random_scm, [1] summit.multiview_platform.monoview_classifiers.scm, [1] summit.multiview_platform.monoview_classifiers.sgd, [1] summit.multiview_platform.monoview_classifiers.svm_linear, [1] summit.multiview_platform.monoview_classifiers.svm_poly, [1] summit.multiview_platform.monoview_classifiers.svm_rbf, [1] summit.multiview_platform.multiview summit.multiview_platform.multiview.exec_multiview summit.multiview_platform.multiview.multiview_utils summit.multiview_platform.multiview_classifiers, [1] summit.multiview_platform.multiview_classifiers.additions summit.multiview_platform.multiview_classifiers.additions.diversity_utils summit.multiview_platform.multiview_classifiers.additions.early_fusion_from_monoview summit.multiview_platform.multiview_classifiers.additions.fusion_utils summit.multiview_platform.multiview_classifiers.additions.jumbo_fusion_utils summit.multiview_platform.multiview_classifiers.additions.kernel_learning summit.multiview_platform.multiview_classifiers.additions.late_fusion_utils summit.multiview_platform.multiview_classifiers.additions.utils summit.multiview_platform.multiview_classifiers.bayesian_inference_fusion, [1] summit.multiview_platform.multiview_classifiers.difficulty_fusion, [1] summit.multiview_platform.multiview_classifiers.disagree_fusion, [1] summit.multiview_platform.multiview_classifiers.double_fault_fusion, [1] summit.multiview_platform.multiview_classifiers.early_fusion_adaboost, [1] summit.multiview_platform.multiview_classifiers.early_fusion_decision_tree, [1] summit.multiview_platform.multiview_classifiers.early_fusion_gradient_boosting, [1] summit.multiview_platform.multiview_classifiers.early_fusion_lasso, [1] summit.multiview_platform.multiview_classifiers.early_fusion_random_forest, [1] summit.multiview_platform.multiview_classifiers.early_fusion_sgd, [1] summit.multiview_platform.multiview_classifiers.early_fusion_svm_rbf, [1] summit.multiview_platform.multiview_classifiers.entropy_fusion, [1] summit.multiview_platform.multiview_classifiers.lp_norm_mkl, [1] summit.multiview_platform.multiview_classifiers.majority_voting_fusion, [1] summit.multiview_platform.multiview_classifiers.mucombo, [1] summit.multiview_platform.multiview_classifiers.mumbo, [1] summit.multiview_platform.multiview_classifiers.mvml, [1] summit.multiview_platform.multiview_classifiers.svm_jumbo_fusion, [1] summit.multiview_platform.multiview_classifiers.weighted_linear_early_fusion, [1] summit.multiview_platform.multiview_classifiers.weighted_linear_late_fusion, [1] summit.multiview_platform.result_analysis summit.multiview_platform.result_analysis.duration_analysis summit.multiview_platform.result_analysis.error_analysis summit.multiview_platform.result_analysis.execution summit.multiview_platform.result_analysis.feature_importances summit.multiview_platform.result_analysis.metric_analysis summit.multiview_platform.result_analysis.noise_analysis summit.multiview_platform.result_analysis.tracebacks_analysis summit.multiview_platform.utils summit.multiview_platform.utils.base summit.multiview_platform.utils.configuration summit.multiview_platform.utils.dataset, [1] summit.multiview_platform.utils.execution summit.multiview_platform.utils.get_multiview_db summit.multiview_platform.utils.hyper_parameter_search summit.multiview_platform.utils.make_file_config summit.multiview_platform.utils.multiclass summit.multiview_platform.utils.multiview_result_analysis summit.multiview_platform.utils.organization summit.multiview_platform.utils.transformations summit.tests summit.tests.test_exec_classif summit.tests.test_metrics summit.tests.test_metrics.test_metrics summit.tests.test_mono_view summit.tests.test_mono_view.test_exec_classif_mono_view summit.tests.test_mono_view.test_monoview_utils summit.tests.test_monoview_classifiers summit.tests.test_monoview_classifiers.test_adaboost summit.tests.test_monoview_classifiers.test_compatibility summit.tests.test_multi_view summit.tests.test_multi_view.test_exec_multiview summit.tests.test_multi_view.test_multiview_utils summit.tests.test_multiview_classifiers summit.tests.test_multiview_classifiers.test_additions summit.tests.test_multiview_classifiers.test_additions.test_diversity_utils summit.tests.test_multiview_classifiers.test_additions.test_jumbo_fusion_utils summit.tests.test_multiview_classifiers.test_difficulty_fusion summit.tests.test_multiview_classifiers.test_disagree_fusion summit.tests.test_multiview_classifiers.test_diversity_utils summit.tests.test_multiview_classifiers.test_double_fault_fusion summit.tests.test_multiview_classifiers.test_entropy_fusion summit.tests.test_multiview_classifiers.Test_PseudoCQMeasure summit.tests.test_multiview_classifiers.Test_PseudoCQMeasure.test_PseudoCQFusionModule summit.tests.test_multiview_classifiers.test_weighted_linear_early_fusion summit.tests.test_result_analysis summit.tests.test_result_analysis.test_duration_analysis summit.tests.test_result_analysis.test_error_analysis summit.tests.test_result_analysis.test_execution summit.tests.test_result_analysis.test_feature_importances summit.tests.test_result_analysis.test_metric_analysis summit.tests.test_result_analysis.test_noise_analysis summit.tests.test_result_analysis.test_tracebacks_analysis summit.tests.test_utils summit.tests.test_utils.test_base summit.tests.test_utils.test_configuration summit.tests.test_utils.test_dataset summit.tests.test_utils.test_execution summit.tests.test_utils.test_GetMultiviewDB summit.tests.test_utils.test_hyper_parameter_search summit.tests.test_utils.test_multiclass summit.tests.test_utils.test_transormations summit.tests.utils

monoview_classifier (WeightedLinearEarlyFusion attribute) monoview_classifier_config (WeightedLinearEarlyFusion attribute) monoview_classifier_name (WeightedLinearEarlyFusion attribute) MonoviewResult (class in summit.multiview_platform.monoview.monoview_utils) MonoviewResultAnalyzer (class in summit.multiview_platform.monoview.monoview_utils) MonoviewWrapper (class in summit.multiview_platform.utils.multiclass) MuCombo (class in summit.multiview_platform.multiview_classifiers.mucombo), [1] MultiClassWrapper (class in summit.multiview_platform.utils.multiclass) MultipleConfigGenerator (class in summit.multiview_platform.multiview_classifiers.additions.late_fusion_utils) multiply() (CustomDist method) multiview_decision_function() (MultiviewOVOWrapper method) MultiviewOVOWrapper (class in summit.multiview_platform.utils.multiclass) MultiviewOVRWrapper (class in summit.multiview_platform.utils.multiclass) MultiviewResult (class in summit.multiview_platform.multiview.multiview_utils) MultiviewResultAnalyzer (class in summit.multiview_platform.multiview.multiview_utils) MultiviewWrapper (class in summit.multiview_platform.utils.multiclass) Mumbo (class in summit.multiview_platform.multiview_classifiers.mumbo), [1] MVMLClassifier (class in summit.multiview_platform.multiview_classifiers.mvml), [1]

N

n_classes_ (CustomDecisionTreeGB attribute) n_features_ (ScmBagging attribute), [1] n_features_in_ (CustomDecisionTreeGB attribute) n_outputs_ (CustomDecisionTreeGB attribute)

nb_view (HDF5Dataset attribute), [1] need_probas (BayesianInferenceClassifier attribute) (MajorityVoting attribute) (SVMJumboFusion attribute) (WeightedLinearLateFusion attribute)

O

OVOWrapper (class in summit.multiview_platform.utils.multiclass)

OVRWrapper (class in summit.multiview_platform.utils.multiclass)

P

param_names (Adaboost attribute) (DecisionTree attribute) (EarlyFusionAdaboost attribute) (EarlyFusionDT attribute) (EarlyFusionGB attribute) (EarlyFusionLasso attribute) (EarlyFusionRF attribute) (EarlyFusionSGD attribute) (EarlyFusionSVMRBF attribute) (GradientBoosting attribute) (ImbalanceBagging attribute) (KNN attribute) (Lasso attribute) (LPNormMKL attribute) (MuCombo attribute) (Mumbo attribute) (MVMLClassifier attribute) (RandomForest attribute) (SCM attribute), [1], [2] (ScmBagging attribute) (SGD attribute) (SVMLinear attribute) (SVMPoly attribute) (SVMRBF attribute) (WeightedLinearEarlyFusion attribute) params_to_string() (BaseClassifier method) paramsToSet() (in module summit.multiview_platform.monoview_classifiers.scm), [1] parse_the_args() (in module summit.multiview_platform.utils.execution) pass_default_config() (in module summit.multiview_platform.utils.configuration) percent() (in module summit.multiview_platform.monoview.monoview_utils) plot_2d() (in module summit.multiview_platform.result_analysis.error_analysis) plot_class_metric_scores() (in module summit.multiview_platform.result_analysis.metric_analysis) plot_durations() (in module summit.multiview_platform.result_analysis.duration_analysis) plot_errors_bar() (in module summit.multiview_platform.result_analysis.error_analysis) plot_feature_importances() (in module summit.multiview_platform.result_analysis.feature_importances) plot_feature_relevance() (in module summit.multiview_platform.result_analysis.feature_importances)

plot_metric_scores() (in module summit.multiview_platform.result_analysis.metric_analysis) plotted_metric (Adaboost attribute) (GradientBoosting attribute) plotted_metric_name (Adaboost attribute) (GradientBoosting attribute) predict() (Adaboost method), [1] (BaseEarlyFusion method) (BaseJumboFusion method) (BaseMultiviewClassifier method) (BayesianInferenceClassifier method), [1] (CustomDecisionTreeGB method), [1] (DiversityFusionClassifier method) (FakeEstim method) (FakeEstimMV method) (FakeMVClassifier method) (GradientBoosting method), [1] (Lasso method), [1] (LPNormMKL method), [1] (MajorityVoting method), [1] (MuCombo method), [1] (MultiviewOVOWrapper method) (MultiviewOVRWrapper method) (Mumbo method), [1] (MVMLClassifier method), [1] (WeightedLinearEarlyFusion method), [1] (WeightedLinearLateFusion method), [1] predict_monoview() (BaseJumboFusion method) predict_proba() (FakeMVClassifierProb method) (FakeProbaEstim method) print_metric_score() (ResultAnalyser method) publish_all_metrics_scores() (in module summit.multiview_platform.result_analysis.metric_analysis) publish_all_sample_errors() (in module summit.multiview_platform.result_analysis.error_analysis) publish_feature_importances() (in module summit.multiview_platform.result_analysis.feature_importances) publish_metrics_graphs() (in module summit.multiview_platform.result_analysis.metric_analysis) publish_sample_errors() (in module summit.multiview_platform.result_analysis.error_analysis) publish_tracebacks() (in module summit.multiview_platform.result_analysis.tracebacks_analysis)

R

RAMDataset (class in summit.multiview_platform.utils.dataset), [1] Random (class in summit.multiview_platform.utils.hyper_parameter_search) random_state (KNN attribute) RandomForest (class in summit.multiview_platform.monoview_classifiers.random_forest), [1] ResultAnalyser (class in summit.multiview_platform.utils.base) rm() (HDF5Dataset method), [1] rm_tmp() (in module summit.tests.utils)

rvs() (ClassifierCombinator method) (ConfigGenerator method) (CustomRandint method) (CustomUniform method) (KernelConfigGenerator method) (KernelGenerator method) (MultipleConfigGenerator method) (WeightsGenerator method)

S

save_config() (in module summit.multiview_platform.utils.configuration) save_dict_to_text() (in module summit.multiview_platform.result_analysis.tracebacks_analysis) save_failed() (in module summit.multiview_platform.result_analysis.tracebacks_analysis) save_results() (in module summit.multiview_platform.monoview.exec_classif_mono_view) (in module summit.multiview_platform.multiview.exec_multiview) SCM (class in summit.multiview_platform.monoview_classifiers.scm), [1] ScmBagging (class in summit.multiview_platform.monoview_classifiers.random_scm), [1] score() (in module summit.multiview_platform.metrics.accuracy_score) (in module summit.multiview_platform.metrics.f1_score) (in module summit.multiview_platform.metrics.fbeta_score) (in module summit.multiview_platform.metrics.hamming_loss) (in module summit.multiview_platform.metrics.jaccard_score) (in module summit.multiview_platform.metrics.log_loss) (in module summit.multiview_platform.metrics.matthews_corrcoef) (in module summit.multiview_platform.metrics.precision_score) (in module summit.multiview_platform.metrics.recall_score) (in module summit.multiview_platform.metrics.roc_auc_score) (in module summit.multiview_platform.metrics.zero_one_loss) secure_file_path() (in module summit.multiview_platform.utils.organization) select_labels() (Dataset method) select_views_and_labels() (Dataset method) set_base_estim_from_dict() (MuCombo method), [1] (Mumbo method), [1] set_element() (in module summit.multiview_platform.exec_classif) set_fit_request() (Adaboost method) (BaseEarlyFusion method) (BaseJumboFusion method) (BaseMultiviewClassifier method) (BayesianInferenceClassifier method) (CoupleDiversityFusionClassifier method) (CustomDecisionTreeGB method) (DecisionTree method) (DifficultyFusion method) (DisagreeFusion method) (DiversityFusionClassifier method) (DoubleFaultFusion method) (EarlyFusionAdaboost method) (EarlyFusionDT method) (EarlyFusionGB method) (EarlyFusionLasso method) (EarlyFusionRF method) (EarlyFusionSGD method) (EarlyFusionSVMRBF method) (EntropyFusion method) (FakeDivCoupleClf method) (FakeDivGlobalClf method) (FakeEstimMV method) (FakeMVClassifier method) (FakeMVClassifierProb method) (GlobalDiversityFusionClassifier method) (GradientBoosting method) (Grid method) (KernelClassifier method) (LateFusionClassifier method) (LPNormMKL method) (MajorityVoting method) (MuCombo method) (MultiviewOVOWrapper method) (MultiviewOVRWrapper method) (Mumbo method) (MVMLClassifier method) (Random method) (RandomForest method) (SCM method) (ScmBagging method) (SGD method) (SVCClassifier method) (SVMJumboFusion method) (SVMLinear method) (SVMPoly method) (SVMRBF method) (WeightedLinearEarlyFusion method) (WeightedLinearLateFusion method) set_params() (BaseEarlyFusion method) (BaseJumboFusion method) (MultiClassWrapper method) (Mumbo method), [1] (ScmBagging method), [1] (SVMJumboFusion method), [1] (WeightedLinearEarlyFusion method), [1] set_partial_fit_request() (MultiviewOVOWrapper method) (MultiviewOVRWrapper method) (OVOWrapper method) (OVRWrapper method) (SGD method) set_predict_proba_request() (FakeMVClassifierProb method) set_predict_request() (BaseEarlyFusion method) (BaseJumboFusion method) (BaseMultiviewClassifier method) (BayesianInferenceClassifier method) (CoupleDiversityFusionClassifier method) (DifficultyFusion method) (DisagreeFusion method) (DiversityFusionClassifier method) (DoubleFaultFusion method) (EarlyFusionAdaboost method) (EarlyFusionDT method) (EarlyFusionGB method) (EarlyFusionLasso method) (EarlyFusionRF method) (EarlyFusionSGD method) (EarlyFusionSVMRBF method) (EntropyFusion method) (FakeDivCoupleClf method) (FakeDivGlobalClf method) (FakeEstimMV method) (FakeMVClassif method) (FakeMVClassifier method) (FakeMVClassifierProb method) (GlobalDiversityFusionClassifier method) (KernelClassifier method) (LateFusionClassifier method) (LPNormMKL method) (MajorityVoting method) (MuCombo method) (MultiviewOVOWrapper method) (MultiviewOVRWrapper method) (Mumbo method) (MVMLClassifier method) (SVMJumboFusion method) (WeightedLinearEarlyFusion method) (WeightedLinearLateFusion method) set_score_request() (Adaboost method) (CustomDecisionTreeGB method) (DecisionTree method) (GradientBoosting method) (ImbalanceBagging method) (KNN method) (Lasso method) (MultiviewOVOWrapper method) (MultiviewOVRWrapper method) (OVOWrapper method) (OVRWrapper method) (RandomForest method) (SGD method) (SVCClassifier method) (SVMLinear method) (SVMPoly method) (SVMRBF method) setUp() (Test_genKFolds method) (Test_genSplits method) (Test_get_arguments method) (Test_get_classic_db_csv method) (Test_get_classic_db_hdf5 method) (Test_initRandomState method) (Test_parseTheArgs method) setUpClass() (Test_analyze_iterations class method) (Test_BaseClassifier class method) (Test_Dataset class method) (Test_difficulty_fusion class method), [1] (Test_disagree class method), [1] (Test_DiversityFusion class method) (Test_execBenchmark class method) (Test_find_dataset_names class method) (Test_funcs class method) (Test_Functions class method) (Test_Functs class method) (Test_gen_k_folds class method) (Test_genArgumentDictionaries class method) (Test_genDirecortiesNames class method) (Test_get_mc_estim class method) (Test_get_path_dict class method) (Test_get_plausible_db_hdf5 class method) (Test_get_the_args class method) (Test_getDatabaseFunction class method) (Test_getHPs class method) (Test_Grid class method) (Test_init_constants class method) (Test_init_log_file class method) (Test_init_views class method) (Test_InitArgumentDictionaries class method) (Test_initConstants class method) (Test_initStatsIterRandomStates class method) (Test_initTrainTest class method) (Test_metric class method) (Test_MultiviewOVOWrapper_fit class method) (Test_MultiviewOVRWrapper_fit class method) (Test_Random class method) (Test_ResultAnalyzer class method) (Test_save_config class method) (Test_set_element class method) (Test_WeightedLinearEarlyFusion class method) (TestBaseMultiviewClassifier class method) (TestConfigGenerator class method) (TestFunctions class method) (TestRAMDataset class method) SGD (class in summit.multiview_platform.monoview_classifiers.sgd), [1] short_name (WeightedLinearEarlyFusion attribute) sign_labels() (in module summit.multiview_platform.utils.transformations) sort_by_test_score() (in module summit.multiview_platform.result_analysis.metric_analysis) split() (FakeKfold method) step_predictions (Adaboost attribute) (GradientBoosting attribute) summit module summit.examples module summit.execute module summit.multiview_platform module summit.multiview_platform.exec_classif module summit.multiview_platform.metrics module summit.multiview_platform.metrics.accuracy_score module summit.multiview_platform.metrics.f1_score module summit.multiview_platform.metrics.fbeta_score module summit.multiview_platform.metrics.hamming_loss module summit.multiview_platform.metrics.jaccard_score module summit.multiview_platform.metrics.log_loss module summit.multiview_platform.metrics.matthews_corrcoef module summit.multiview_platform.metrics.precision_score module summit.multiview_platform.metrics.recall_score module summit.multiview_platform.metrics.roc_auc_score module summit.multiview_platform.metrics.zero_one_loss module summit.multiview_platform.monoview module summit.multiview_platform.monoview.exec_classif_mono_view module

summit.multiview_platform.monoview.monoview_utils module summit.multiview_platform.monoview_classifiers module, [1] summit.multiview_platform.monoview_classifiers.adaboost module, [1] summit.multiview_platform.monoview_classifiers.additions module summit.multiview_platform.monoview_classifiers.additions.SVCClassifier module summit.multiview_platform.monoview_classifiers.decision_tree module, [1] summit.multiview_platform.monoview_classifiers.gradient_boosting module, [1] summit.multiview_platform.monoview_classifiers.imbalance_bagging module, [1] summit.multiview_platform.monoview_classifiers.knn module, [1] summit.multiview_platform.monoview_classifiers.lasso module, [1] summit.multiview_platform.monoview_classifiers.random_forest module, [1] summit.multiview_platform.monoview_classifiers.random_scm module, [1] summit.multiview_platform.monoview_classifiers.scm module, [1] summit.multiview_platform.monoview_classifiers.sgd module, [1] summit.multiview_platform.monoview_classifiers.svm_linear module, [1] summit.multiview_platform.monoview_classifiers.svm_poly module, [1] summit.multiview_platform.monoview_classifiers.svm_rbf module, [1] summit.multiview_platform.multiview module summit.multiview_platform.multiview.exec_multiview module summit.multiview_platform.multiview.multiview_utils module summit.multiview_platform.multiview_classifiers module, [1] summit.multiview_platform.multiview_classifiers.additions module summit.multiview_platform.multiview_classifiers.additions.diversity_utils module summit.multiview_platform.multiview_classifiers.additions.early_fusion_from_monoview module summit.multiview_platform.multiview_classifiers.additions.fusion_utils module summit.multiview_platform.multiview_classifiers.additions.jumbo_fusion_utils module summit.multiview_platform.multiview_classifiers.additions.kernel_learning module summit.multiview_platform.multiview_classifiers.additions.late_fusion_utils module summit.multiview_platform.multiview_classifiers.additions.utils module summit.multiview_platform.multiview_classifiers.bayesian_inference_fusion module, [1] summit.multiview_platform.multiview_classifiers.difficulty_fusion module, [1] summit.multiview_platform.multiview_classifiers.disagree_fusion module, [1] summit.multiview_platform.multiview_classifiers.double_fault_fusion module, [1] summit.multiview_platform.multiview_classifiers.early_fusion_adaboost module, [1] summit.multiview_platform.multiview_classifiers.early_fusion_decision_tree module, [1] summit.multiview_platform.multiview_classifiers.early_fusion_gradient_boosting module, [1] summit.multiview_platform.multiview_classifiers.early_fusion_lasso module, [1] summit.multiview_platform.multiview_classifiers.early_fusion_random_forest module, [1] summit.multiview_platform.multiview_classifiers.early_fusion_sgd module, [1] summit.multiview_platform.multiview_classifiers.early_fusion_svm_rbf module, [1] summit.multiview_platform.multiview_classifiers.entropy_fusion module, [1] summit.multiview_platform.multiview_classifiers.lp_norm_mkl module, [1] summit.multiview_platform.multiview_classifiers.majority_voting_fusion module, [1] summit.multiview_platform.multiview_classifiers.mucombo module, [1] summit.multiview_platform.multiview_classifiers.mumbo module, [1] summit.multiview_platform.multiview_classifiers.mvml module, [1] summit.multiview_platform.multiview_classifiers.svm_jumbo_fusion module, [1] summit.multiview_platform.multiview_classifiers.weighted_linear_early_fusion module, [1] summit.multiview_platform.multiview_classifiers.weighted_linear_late_fusion module, [1] summit.multiview_platform.result_analysis module summit.multiview_platform.result_analysis.duration_analysis module summit.multiview_platform.result_analysis.error_analysis module summit.multiview_platform.result_analysis.execution module summit.multiview_platform.result_analysis.feature_importances module summit.multiview_platform.result_analysis.metric_analysis module summit.multiview_platform.result_analysis.noise_analysis module summit.multiview_platform.result_analysis.tracebacks_analysis module summit.multiview_platform.utils module summit.multiview_platform.utils.base module summit.multiview_platform.utils.configuration module summit.multiview_platform.utils.dataset module, [1] summit.multiview_platform.utils.execution module summit.multiview_platform.utils.get_multiview_db module summit.multiview_platform.utils.hyper_parameter_search module summit.multiview_platform.utils.make_file_config module summit.multiview_platform.utils.multiclass module summit.multiview_platform.utils.multiview_result_analysis module summit.multiview_platform.utils.organization module summit.multiview_platform.utils.transformations module summit.tests module summit.tests.test_exec_classif module summit.tests.test_metrics module summit.tests.test_metrics.test_metrics module summit.tests.test_mono_view module summit.tests.test_mono_view.test_exec_classif_mono_view module summit.tests.test_mono_view.test_monoview_utils module summit.tests.test_monoview_classifiers module summit.tests.test_monoview_classifiers.test_adaboost module summit.tests.test_monoview_classifiers.test_compatibility module summit.tests.test_multi_view module summit.tests.test_multi_view.test_exec_multiview module summit.tests.test_multi_view.test_multiview_utils module summit.tests.test_multiview_classifiers module summit.tests.test_multiview_classifiers.test_additions module summit.tests.test_multiview_classifiers.test_additions.test_diversity_utils module summit.tests.test_multiview_classifiers.test_additions.test_jumbo_fusion_utils module summit.tests.test_multiview_classifiers.test_difficulty_fusion module summit.tests.test_multiview_classifiers.test_disagree_fusion module summit.tests.test_multiview_classifiers.test_diversity_utils module summit.tests.test_multiview_classifiers.test_double_fault_fusion module summit.tests.test_multiview_classifiers.test_entropy_fusion module summit.tests.test_multiview_classifiers.Test_PseudoCQMeasure module summit.tests.test_multiview_classifiers.Test_PseudoCQMeasure.test_PseudoCQFusionModule module summit.tests.test_multiview_classifiers.test_weighted_linear_early_fusion module summit.tests.test_result_analysis module summit.tests.test_result_analysis.test_duration_analysis module summit.tests.test_result_analysis.test_error_analysis module summit.tests.test_result_analysis.test_execution module summit.tests.test_result_analysis.test_feature_importances module summit.tests.test_result_analysis.test_metric_analysis module summit.tests.test_result_analysis.test_noise_analysis module summit.tests.test_result_analysis.test_tracebacks_analysis module summit.tests.test_utils module summit.tests.test_utils.test_base module summit.tests.test_utils.test_configuration module summit.tests.test_utils.test_dataset module summit.tests.test_utils.test_execution module summit.tests.test_utils.test_GetMultiviewDB module summit.tests.test_utils.test_hyper_parameter_search module summit.tests.test_utils.test_multiclass module summit.tests.test_utils.test_transormations module summit.tests.utils module SVCClassifier (class in summit.multiview_platform.monoview_classifiers.additions.SVCClassifier) SVMJumboFusion (class in summit.multiview_platform.multiview_classifiers.svm_jumbo_fusion), [1] SVMLinear (class in summit.multiview_platform.monoview_classifiers.svm_linear), [1] SVMPoly (class in summit.multiview_platform.monoview_classifiers.svm_poly), [1] SVMRBF (class in summit.multiview_platform.monoview_classifiers.svm_rbf), [1]

T

tearDown() (Test_get_classic_db_csv class method) (Test_get_classic_db_hdf5 method) (Test_initRandomState method) tearDownClass() (Test_analyze_iterations class method) (Test_Dataset class method) (Test_execBenchmark class method) (Test_find_dataset_names class method) (Test_funcs class method) (Test_Functions class method) (Test_Functs class method) (Test_gen_k_folds class method) (Test_get_path_dict class method) (Test_get_plausible_db_hdf5 class method) (Test_get_the_args class method) (Test_getHPs class method) (Test_init_constants class method) (Test_init_log_file class method) (Test_init_views class method) (Test_initConstants class method) (Test_save_config class method) (Test_set_element class method) (Test_WeightedLinearEarlyFusion class method) (TestBaseMultiviewClassifier class method) (TestFunctions class method) test_accepts_multiclass() (TestBaseMultiviewClassifier method) test_accepts_mutliclass() (Test_BaseClassifier method) test_add_gaussian_noise() (Test_Dataset method) test_all_views_asked() (Test_get_classic_db_hdf5 method) test_analyze() (Test_ResultAnalyzer method) Test_analyze_iterations (class in summit.tests.test_result_analysis.test_execution) test_arange_metrics() (Test_Functs method) test_arguments() (Test_get_the_args method) test_asked_the_whole_dataset() (Test_get_classic_db_hdf5 method) test_banchmark_init() (Test_Functs method) Test_BaseClassifier (class in summit.tests.test_utils.test_base) test_benchmark_wanted() (Test_get_arguments method) (Test_initBenchmark method) test_biclass() (Test_get_mc_estim method) test_change_label_to_minus() (TestFunctions method) test_change_label_to_zero() (TestFunctions method) test_check_selected_label_names() (Test_Dataset method) test_class() (Test_BaseClassifier method) test_compute_possible_combinations() (TestFunctions method) test_copy_view() (Test_Dataset method) Test_Dataset (class in summit.tests.test_utils.test_dataset) test_datasets_already_exist() (Test_Functions method) test_debug() (Test_init_log_file method) test_dict_format() (Test_get_the_args method) Test_difficulty_fusion (class in summit.tests.test_multiview_classifiers.test_difficulty_fusion) (class in summit.tests.test_multiview_classifiers.test_entropy_fusion) Test_disagree (class in summit.tests.test_multiview_classifiers.test_disagree_fusion) (class in summit.tests.test_multiview_classifiers.test_double_fault_fusion) Test_DiversityFusion (class in summit.tests.test_multiview_classifiers.test_additions.test_diversity_utils) test_empty_args() (Test_parseTheArgs method) Test_exec_monoview (class in summit.tests.test_mono_view.test_exec_classif_mono_view) test_exec_multiview() (Test_init_constants method) test_exec_multiview_no_hps() (Test_init_constants method) Test_execBenchmark (class in summit.tests.test_exec_classif) test_fig_size() (Test_small_func method) test_file_loading() (Test_get_the_args method) test_filter() (Test_Dataset method) (TestRAMDataset method) Test_find_dataset_names (class in summit.tests.test_utils.test_execution) test_fit() (Test_MultiviewOVOWrapper_fit method) (Test_MultiviewOVRWrapper_fit method) (Test_Random method) (Test_WeightedLinearEarlyFusion method) test_fit_multiview() (Test_Random method) test_fit_multiview_equiv() (Test_Random method) test_for_hdf5_file() (Test_Dataset method) Test_format_previous_results (class in summit.tests.test_result_analysis.test_execution) test_from_scratch() (Test_Dataset method) Test_funcs (class in summit.tests.test_result_analysis.test_tracebacks_analysis) Test_Functions (class in summit.tests.test_utils.test_base) (class in summit.tests.test_utils.test_dataset) Test_Functs (class in summit.tests.test_exec_classif) test_gen_best_params() (Test_BaseClassifier method) Test_gen_error_data (class in summit.tests.test_result_analysis.test_error_analysis) Test_gen_error_data_glob (class in summit.tests.test_result_analysis.test_error_analysis) Test_gen_k_folds (class in summit.tests.test_utils.test_execution) test_gen_params_from_detector() (Test_BaseClassifier method) Test_gen_single_monoview_arg_dictionary (class in summit.tests.test_exec_classif) test_gen_test_folds_preds() (TestFunctions method) Test_genArgumentDictionaries (class in summit.tests.test_utils.test_execution) Test_genDirecortiesNames (class in summit.tests.test_utils.test_execution) Test_genKFolds (class in summit.tests.test_utils.test_execution) test_genKFolds_iter() (Test_genKFolds method) Test_genSplits (class in summit.tests.test_utils.test_execution) test_genSplits_no_iter() (Test_genSplits method) test_get_all_metrics_scores() (Test_ResultAnalyzer method) Test_get_arguments (class in summit.tests.test_result_analysis.test_execution) test_get_available_monoview_classifiers() (TestFunctions method) test_get_candidate_params() (Test_Grid method) Test_get_classic_db_csv (class in summit.tests.test_utils.test_GetMultiviewDB) Test_get_classic_db_hdf5 (class in summit.tests.test_utils.test_GetMultiviewDB) test_get_classifier_config_string() (Test_ResultAnalyzer method) test_get_config() (Test_BaseClassifier method) test_get_db_config_string() (Test_ResultAnalyzer method) Test_get_duration (class in summit.tests.test_result_analysis.test_duration_analysis) (class in summit.tests.test_result_analysis.test_feature_importances) test_get_iterpret() (Test_BaseClassifier method) test_get_label_names() (Test_Dataset method) (TestRAMDataset method) test_get_labels() (Test_Dataset method) Test_get_mc_estim (class in summit.tests.test_utils.test_multiclass) test_get_metric() (Test_Functions method) test_get_metric_scores() (Test_ResultAnalyzer method) Test_get_metrics_scores (class in summit.tests.test_result_analysis.test_metric_analysis) test_get_name() (Test_Dataset method) (Test_Functions method) (TestRAMDataset method) test_get_nb_class() (Test_Dataset method) test_get_nb_exmaples() (Test_Dataset method) Test_get_path_dict (class in summit.tests.test_exec_classif) Test_get_plausible_db_hdf5 (class in summit.tests.test_utils.test_GetMultiviewDB) Test_get_sample_errors (class in summit.tests.test_result_analysis.test_error_analysis) test_get_shape() (Test_Dataset method) Test_get_the_args (class in summit.tests.test_utils.test_configuration) test_get_v() (Test_Dataset method) (TestRAMDataset method) test_get_view_dict() (Test_Dataset method) (TestRAMDataset method) test_get_view_name() (TestRAMDataset method) Test_getDatabaseFunction (class in summit.tests.test_utils.test_execution) Test_getHPs (class in summit.tests.test_mono_view.test_exec_classif_mono_view)

test_gets_good_params() (Test_Random method) Test_Grid (class in summit.tests.test_utils.test_hyper_parameter_search) test_hdf5() (Test_getDatabaseFunction method) test_init_argument_dictionaries_monoview() (Test_InitArgumentDictionaries method) test_init_argument_dictionaries_multiview() (Test_InitArgumentDictionaries method) test_init_argument_dictionaries_multiview_complex() (Test_InitArgumentDictionaries method) test_init_attrs() (TestRAMDataset method) Test_init_constants (class in summit.tests.test_multi_view.test_exec_multiview) test_init_kwargs() (Test_Functs method) Test_init_log_file (class in summit.tests.test_utils.test_execution) test_init_multiple_datasets() (Test_Functions method) Test_init_plot (class in summit.tests.test_result_analysis.test_metric_analysis) test_init_sample_indices() (Test_Dataset method) Test_init_views (class in summit.tests.test_utils.test_execution) Test_InitArgumentDictionaries (class in summit.tests.test_exec_classif) Test_initBenchmark (class in summit.tests.test_exec_classif) Test_initConstants (class in summit.tests.test_mono_view.test_exec_classif_mono_view) test_initKWARGSFunc_no_monoview() (Test_Functs method) Test_initRandomState (class in summit.tests.test_utils.test_execution) Test_initStatsIterRandomStates (class in summit.tests.test_utils.test_execution) Test_initTrainTest (class in summit.tests.test_mono_view.test_exec_classif_mono_view) test_list_rs() (Test_gen_k_folds method) Test_metric (class in summit.tests.test_metrics.test_metrics) test_multiclass_and_iter() (Test_execBenchmark method) test_multiclass_native() (Test_get_mc_estim method) test_multiclass_no_iter() (Test_execBenchmark method) test_multiclass_ovo() (Test_get_mc_estim method) test_multiclass_ovo_multiview() (Test_get_mc_estim method) test_multiclass_ovr() (Test_get_mc_estim method) test_multiclass_ovr_multiview() (Test_get_mc_estim method) test_multiple_iter() (Test_initStatsIterRandomStates method) test_multiple_monoview_classifiers() (Test_get_metrics_scores method) Test_MultiviewOVOWrapper_fit (class in summit.tests.test_utils.test_multiclass) Test_MultiviewOVRWrapper_fit (class in summit.tests.test_utils.test_multiclass) test_multple_iters() (Test_gen_k_folds method) test_mutiview_result() (Test_get_metrics_scores method) test_no_config() (Test_gen_single_monoview_arg_dictionary method) test_no_iter_biclass_multicore() (Test_execBenchmark method) test_no_log() (Test_init_log_file method) test_one_statiter() (Test_initStatsIterRandomStates method) test_ovo_no_iter() (Test_genDirecortiesNames method) test_params_to_string() (Test_BaseClassifier method) Test_parseTheArgs (class in summit.tests.test_utils.test_execution) test_plausible_hdf5() (Test_getDatabaseFunction method) test_predict() (Test_MultiviewOVOWrapper_fit method) (Test_MultiviewOVRWrapper_fit method) (Test_WeightedLinearEarlyFusion method) test_print_metrics_scores() (Test_ResultAnalyzer method) Test_Random (class in summit.tests.test_utils.test_hyper_parameter_search) test_random_state_42() (Test_initRandomState method) test_random_state_pickle() (Test_initRandomState method) Test_ResultAnalyzer (class in summit.tests.test_utils.test_base) Test_save_config (class in summit.tests.test_utils.test_configuration) test_save_dict_to_text() (Test_funcs method) test_select_labels() (Test_Dataset method) test_select_views_and_labels() (Test_Dataset method) Test_set_element (class in summit.tests.test_exec_classif) test_simple() (Test_analyze_iterations method) (Test_BaseClassifier method) (Test_difficulty_fusion method), [1] (Test_disagree method), [1] (Test_exec_monoview method) (Test_execBenchmark method) (Test_find_dataset_names method) (Test_format_previous_results method) (Test_gen_error_data method) (Test_gen_error_data_glob method) (Test_gen_k_folds method) (Test_genSplits method) (Test_get_classic_db_csv method) (Test_get_classic_db_hdf5 method) (Test_get_duration method), [1] (Test_get_metrics_scores method) (Test_get_path_dict method) (Test_get_plausible_db_hdf5 method) (Test_get_sample_errors method) (Test_getDatabaseFunction method) (Test_getHPs method) (Test_Grid method) (Test_init_constants method) (Test_init_log_file method) (Test_init_plot method) (Test_init_views method) (Test_initConstants method) (Test_initTrainTest method) (Test_metric method) (Test_Random method) (Test_ResultAnalyzer method) (Test_save_config method) (Test_set_element method) (Test_WeightedLinearEarlyFusion method) (TestBaseMonoviewClassifier method) (TestConfigGenerator method) test_simple_config() (Test_getHPs method) test_simple_couple() (Test_DiversityFusion method) test_simple_global() (Test_DiversityFusion method) test_simple_ovo() (Test_genDirecortiesNames method) test_simple_sign() (TestFunctions method) test_simple_unsign() (TestFunctions method) Test_small_func (class in summit.tests.test_result_analysis.test_metric_analysis) test_sort_by_test_scores() (Test_small_func method) test_to_numpy_array() (Test_Dataset method) test_transform_data_to_monoview_sample_view_select() (Test_WeightedLinearEarlyFusion method) test_transform_data_to_monoview_simple() (Test_WeightedLinearEarlyFusion method) test_transform_data_to_monoview_view_select() (Test_WeightedLinearEarlyFusion method) test_two_class() (Test_get_plausible_db_hdf5 method) Test_WeightedLinearEarlyFusion (class in summit.tests.test_multiview_classifiers.test_weighted_linear_early_fusion) test_wrong_args() (Test_BaseClassifier method) TestBaseMonoviewClassifier (class in summit.tests.test_mono_view.test_monoview_utils) TestBaseMultiviewClassifier (class in summit.tests.test_multi_view.test_multiview_utils) TestConfigGenerator (class in summit.tests.test_multi_view.test_multiview_utils) TestFunctions (class in summit.tests.test_mono_view.test_monoview_utils) (class in summit.tests.test_multi_view.test_multiview_utils) (class in summit.tests.test_utils.test_transormations) TestRAMDataset (class in summit.tests.test_utils.test_dataset) to_numpy_array() (Dataset method), [1] (HDF5Dataset method) (RAMDataset method) to_str() (BaseClassifier method) transform_data_to_monoview() (BaseEarlyFusion method) (WeightedLinearEarlyFusion method), [1] translate_param_distribs() (HPSearch method) translate_randint() (Random method) translate_uniform() (Random method) tree_ (CustomDecisionTreeGB attribute)

U

unsign_labels() (in module summit.multiview_platform.utils.transformations)

update_hdf5_dataset() (HDF5Dataset method)

V

view_dict (HDF5Dataset attribute), [1]

view_weights (WeightedLinearEarlyFusion attribute) VotingIndecision, [1]

W

WeightDistribution (class in summit.multiview_platform.multiview_classifiers.additions.late_fusion_utils) WeightedLinearEarlyFusion (class in summit.multiview_platform.multiview_classifiers.weighted_linear_early_fusion), [1] WeightedLinearLateFusion (class in summit.multiview_platform.multiview_classifiers.weighted_linear_late_fusion), [1] WeightsGenerator (class in summit.multiview_platform.multiview_classifiers.additions.late_fusion_utils) weird_strings (Adaboost attribute) (DecisionTree attribute) (EarlyFusionAdaboost attribute) (EarlyFusionDT attribute) (EarlyFusionRF attribute) (EarlyFusionSGD attribute) (GradientBoosting attribute) (ImbalanceBagging attribute) (KNN attribute) (Lasso attribute) (RandomForest attribute) (SCM attribute), [1], [2] (ScmBagging attribute) (SGD attribute) (WeightedLinearEarlyFusion attribute)