Index

A

abs_correlation() (in module pusion.evaluation.evaluation_metrics) abs_q_statistic() (in module pusion.evaluation.evaluation_metrics)

accuracy() (in module pusion.evaluation.evaluation_metrics) AutoCombiner (class in pusion.auto.auto_combiner)

B

balanced_multiclass_accuracy() (in module pusion.evaluation.evaluation_metrics)

BehaviourKnowledgeSpaceCombiner (class in pusion.core.behaviour_knowledge_space_combiner) BordaCountCombiner (class in pusion.core.borda_count_combiner)

C

class_assignment_matrix_to_label_vector() (in module pusion.util.transformer) class_assignment_tensor_to_label_tensor() (in module pusion.util.transformer) class_wise_mean_score() (pusion.evaluation.evaluation.Evaluation method) cohens_kappa() (in module pusion.evaluation.evaluation_metrics) combine() (pusion.auto.auto_combiner.AutoCombiner method) (pusion.auto.generic_combiner.GenericCombiner method) (pusion.control.decision_processor.DecisionProcessor method) (pusion.core.behaviour_knowledge_space_combiner.BehaviourKnowledgeSpaceCombiner method) (pusion.core.behaviour_knowledge_space_combiner.CRBehaviourKnowledgeSpaceCombiner method) (pusion.core.borda_count_combiner.BordaCountCombiner method) (pusion.core.borda_count_combiner.CRBordaCountCombiner method) (pusion.core.combiner.Combiner method) (pusion.core.combiner.EvidenceBasedCombiner method) (pusion.core.combiner.TrainableCombiner method) (pusion.core.combiner.UtilityBasedCombiner method) (pusion.core.cosine_similarity_combiner.CosineSimilarityCombiner method) (pusion.core.cosine_similarity_combiner.CRCosineSimilarity method) (pusion.core.decision_templates_combiner.CRDecisionTemplatesCombiner method) (pusion.core.decision_templates_combiner.DecisionTemplatesCombiner method) (pusion.core.dempster_shafer_combiner.CRDempsterShaferCombiner method) (pusion.core.dempster_shafer_combiner.DempsterShaferCombiner method) (pusion.core.k_nearest_neighbors_combiner.CRKNNCombiner method) (pusion.core.k_nearest_neighbors_combiner.KNNCombiner method) (pusion.core.macro_majority_vote_combiner.MacroMajorityVoteCombiner method) (pusion.core.maximum_likelihood_combiner.CRMaximumLikelihoodCombiner method) (pusion.core.maximum_likelihood_combiner.MaximumLikelihoodCombiner method) (pusion.core.micro_majority_vote_combiner.CRMicroMajorityVoteCombiner method) (pusion.core.micro_majority_vote_combiner.MicroMajorityVoteCombiner method) (pusion.core.naive_bayes_combiner.CRNaiveBayesCombiner method) (pusion.core.naive_bayes_combiner.NaiveBayesCombiner method) (pusion.core.neural_network_combiner.CRNeuralNetworkCombiner method) (pusion.core.neural_network_combiner.NeuralNetworkCombiner method) (pusion.core.simple_average_combiner.CRSimpleAverageCombiner method) (pusion.core.simple_average_combiner.SimpleAverageCombiner method) (pusion.core.weighted_voting_combiner.CRWeightedVotingCombiner method) (pusion.core.weighted_voting_combiner.WeightedVotingCombiner method)

combine_par() (pusion.auto.auto_combiner.AutoCombiner method) (pusion.auto.generic_combiner.GenericCombiner method) combine_seq() (pusion.auto.auto_combiner.AutoCombiner method) (pusion.auto.generic_combiner.GenericCombiner method) Combiner (class in pusion.core.combiner) Configuration (class in pusion.model.configuration) confusion_matrices_to_accuracy_vector() (in module pusion.util.transformer) confusion_matrix_to_accuracy() (in module pusion.util.transformer) correlation() (in module pusion.evaluation.evaluation_metrics) CosineSimilarityCombiner (class in pusion.core.cosine_similarity_combiner) CRBehaviourKnowledgeSpaceCombiner (class in pusion.core.behaviour_knowledge_space_combiner) CRBordaCountCombiner (class in pusion.core.borda_count_combiner) CRCosineSimilarity (class in pusion.core.cosine_similarity_combiner) CRDecisionTemplatesCombiner (class in pusion.core.decision_templates_combiner) CRDempsterShaferCombiner (class in pusion.core.dempster_shafer_combiner) CRKNNCombiner (class in pusion.core.k_nearest_neighbors_combiner) CRMaximumLikelihoodCombiner (class in pusion.core.maximum_likelihood_combiner) CRMicroMajorityVoteCombiner (class in pusion.core.micro_majority_vote_combiner) CRNaiveBayesCombiner (class in pusion.core.naive_bayes_combiner) CRNeuralNetworkCombiner (class in pusion.core.neural_network_combiner) CRSimpleAverageCombiner (class in pusion.core.simple_average_combiner) CRWeightedVotingCombiner (class in pusion.core.weighted_voting_combiner)

D

decision_tensor_to_configs() (in module pusion.util.transformer) decision_tensor_to_decision_profiles() (in module pusion.util.transformer) DecisionProcessor (class in pusion.control.decision_processor) DecisionTemplatesCombiner (class in pusion.core.decision_templates_combiner) DempsterShaferCombiner (class in pusion.core.dempster_shafer_combiner)

determine_assignment_type() (in module pusion.auto.detector) determine_coverage_type() (in module pusion.auto.detector) determine_pac() (in module pusion.auto.detector) determine_problem() (in module pusion.auto.detector) disagreement() (in module pusion.evaluation.evaluation_metrics) double_fault() (in module pusion.evaluation.evaluation_metrics)

E

error_rate() (in module pusion.evaluation.evaluation_metrics) evaluate() (pusion.evaluation.evaluation.Evaluation method) evaluate_cr_decision_outputs() (pusion.evaluation.evaluation.Evaluation method)

evaluate_cr_multi_combiner_decision_outputs() (pusion.evaluation.evaluation.Evaluation method) Evaluation (class in pusion.evaluation.evaluation) EvidenceBasedCombiner (class in pusion.core.combiner)

F

far() (in module pusion.evaluation.evaluation_metrics)

G

generate_classification_coverage() (in module pusion.util.generator) generate_multiclass_confusion_matrices() (in module pusion.util.generator) generate_multiclass_cr_ensemble_classification_outputs() (in module pusion.util.generator) generate_multiclass_ensemble_classification_outputs() (in module pusion.util.generator) generate_multilabel_cr_confusion_matrices() (in module pusion.util.generator) generate_multilabel_cr_ensemble_classification_outputs() (in module pusion.util.generator) generate_multilabel_ensemble_classification_outputs() (in module pusion.util.generator) GenericCombiner (class in pusion.auto.generic_combiner) get_combiner() (pusion.control.decision_processor.DecisionProcessor method) get_combiner_type_selection() (pusion.auto.auto_combiner.AutoCombiner method) (pusion.auto.generic_combiner.GenericCombiner method) get_combiners() (pusion.auto.auto_combiner.AutoCombiner method) (pusion.auto.generic_combiner.GenericCombiner method) (pusion.control.decision_processor.DecisionProcessor method) get_eval_metric() (pusion.auto.auto_combiner.AutoCombiner method) get_instance_performance_tuples() (pusion.evaluation.evaluation.Evaluation method) get_instances() (pusion.evaluation.evaluation.Evaluation method) get_metrics() (pusion.evaluation.evaluation.Evaluation method)

get_multi_combiner_decision_output() (pusion.control.decision_processor.DecisionProcessor method) get_multi_combiner_decision_tensor() (pusion.auto.auto_combiner.AutoCombiner method) (pusion.auto.generic_combiner.GenericCombiner method) get_multi_combiner_runtimes() (pusion.auto.auto_combiner.AutoCombiner method) (pusion.auto.generic_combiner.GenericCombiner method) (pusion.control.decision_processor.DecisionProcessor method) get_optimal_combiner() (pusion.control.decision_processor.DecisionProcessor method) get_pac() (pusion.auto.auto_combiner.AutoCombiner method) (pusion.auto.generic_combiner.GenericCombiner method) (pusion.model.configuration.Configuration method) get_performance_matrix() (pusion.evaluation.evaluation.Evaluation method) get_report() (pusion.evaluation.evaluation.Evaluation method) get_runtime_matrix() (pusion.evaluation.evaluation.Evaluation method) get_runtime_report() (pusion.evaluation.evaluation.Evaluation method) get_selected_combiner() (pusion.auto.auto_combiner.AutoCombiner method) get_top_instances() (pusion.evaluation.evaluation.Evaluation method) get_top_n_instances() (pusion.evaluation.evaluation.Evaluation method) get_tuple() (pusion.model.configuration.Configuration method)

H

hamming() (in module pusion.evaluation.evaluation_metrics)

I

info() (pusion.control.decision_processor.DecisionProcessor method)

intercept_normal_class() (in module pusion.util.transformer) intercept_normal_class_in_tensor() (in module pusion.util.transformer)

K

kappa_statistic() (in module pusion.evaluation.evaluation_metrics)

KNNCombiner (class in pusion.core.k_nearest_neighbors_combiner)

L

log() (in module pusion.evaluation.evaluation_metrics)

M

macro_f1() (in module pusion.evaluation.evaluation_metrics) macro_f2() (in module pusion.evaluation.evaluation_metrics) macro_jaccard() (in module pusion.evaluation.evaluation_metrics) macro_precision() (in module pusion.evaluation.evaluation_metrics) macro_recall() (in module pusion.evaluation.evaluation_metrics) MacroMajorityVoteCombiner (class in pusion.core.macro_majority_vote_combiner) MaximumLikelihoodCombiner (class in pusion.core.maximum_likelihood_combiner) mean_confidence() (in module pusion.evaluation.evaluation_metrics) mean_multilabel_confusion_matrix() (in module pusion.evaluation.evaluation_metrics) micro_f1() (in module pusion.evaluation.evaluation_metrics) micro_f2() (in module pusion.evaluation.evaluation_metrics) micro_jaccard() (in module pusion.evaluation.evaluation_metrics) micro_precision() (in module pusion.evaluation.evaluation_metrics) micro_recall() (in module pusion.evaluation.evaluation_metrics) MicroMajorityVoteCombiner (class in pusion.core.micro_majority_vote_combiner) module pusion.auto.auto_combiner pusion.auto.detector pusion.auto.generic_combiner pusion.control.decision_processor pusion.core.behaviour_knowledge_space_combiner pusion.core.borda_count_combiner pusion.core.combiner pusion.core.cosine_similarity_combiner pusion.core.decision_templates_combiner pusion.core.dempster_shafer_combiner pusion.core.k_nearest_neighbors_combiner pusion.core.macro_majority_vote_combiner pusion.core.maximum_likelihood_combiner pusion.core.micro_majority_vote_combiner pusion.core.naive_bayes_combiner pusion.core.neural_network_combiner pusion.core.simple_average_combiner pusion.core.weighted_voting_combiner pusion.evaluation.evaluation pusion.evaluation.evaluation_metrics pusion.model.configuration pusion.model.report pusion.util.generator pusion.util.transformer

multi_label_brier_score() (in module pusion.evaluation.evaluation_metrics) multi_label_brier_score_micro() (in module pusion.evaluation.evaluation_metrics) multi_label_class_wise_precision() (in module pusion.evaluation.evaluation_metrics) multi_label_class_wise_recall() (in module pusion.evaluation.evaluation_metrics) multi_label_log_loss() (in module pusion.evaluation.evaluation_metrics) multi_label_normalized_discounted_cumulative_gain() (in module pusion.evaluation.evaluation_metrics) multi_label_pytorch_auc_roc_score() (in module pusion.evaluation.evaluation_metrics) multi_label_ranking_avg_precision_score() (in module pusion.evaluation.evaluation_metrics) multi_label_ranking_loss() (in module pusion.evaluation.evaluation_metrics) multi_label_recall() (in module pusion.evaluation.evaluation_metrics) multi_label_weighted_precision() (in module pusion.evaluation.evaluation_metrics) multi_label_weighted_pytorch_auc_roc_score() (in module pusion.evaluation.evaluation_metrics) multiclass_assignments_to_labels() (in module pusion.util.transformer) multiclass_auc_precision_recall_curve() (in module pusion.evaluation.evaluation_metrics) multiclass_brier_score() (in module pusion.evaluation.evaluation_metrics) multiclass_class_wise_avg_precision() (in module pusion.evaluation.evaluation_metrics) multiclass_class_wise_precision() (in module pusion.evaluation.evaluation_metrics) multiclass_class_wise_recall() (in module pusion.evaluation.evaluation_metrics) multiclass_fdr() (in module pusion.evaluation.evaluation_metrics) multiclass_log_loss() (in module pusion.evaluation.evaluation_metrics) multiclass_prediction_tensor_to_decision_tensor() (in module pusion.util.transformer) multiclass_predictions_to_decisions() (in module pusion.util.transformer) multiclass_pytorch_auc_roc() (in module pusion.evaluation.evaluation_metrics) multiclass_recall() (in module pusion.evaluation.evaluation_metrics) multiclass_to_multilabel_assignments() (in module pusion.util.transformer) multiclass_top_1_accuracy() (in module pusion.evaluation.evaluation_metrics) multiclass_top_3_accuracy() (in module pusion.evaluation.evaluation_metrics) multiclass_top_5_accuracy() (in module pusion.evaluation.evaluation_metrics) multiclass_weighted_avg_precision() (in module pusion.evaluation.evaluation_metrics) multiclass_weighted_precision() (in module pusion.evaluation.evaluation_metrics) multiclass_weighted_pytorch_auc_roc() (in module pusion.evaluation.evaluation_metrics) multiclass_weighted_scikit_auc_roc_score() (in module pusion.evaluation.evaluation_metrics) multilabel_cr_confusion_matrices_to_avg_accuracy() (in module pusion.util.transformer) multilabel_minor_fdr() (in module pusion.evaluation.evaluation_metrics) multilabel_prediction_tensor_to_decision_tensor() (in module pusion.util.transformer) multilabel_predictions_to_decisions() (in module pusion.util.transformer) multilabel_subset_fdr() (in module pusion.evaluation.evaluation_metrics) multilabel_to_multiclass_assignments() (in module pusion.util.transformer)

N

NaiveBayesCombiner (class in pusion.core.naive_bayes_combiner)

NeuralNetworkCombiner (class in pusion.core.neural_network_combiner)

O

obtain() (pusion.auto.auto_combiner.AutoCombiner class method) (pusion.core.combiner.Combiner class method)

P

pairwise_cohens_kappa() (in module pusion.evaluation.evaluation_metrics) pairwise_correlation() (in module pusion.evaluation.evaluation_metrics) pairwise_disagreement() (in module pusion.evaluation.evaluation_metrics) pairwise_double_fault() (in module pusion.evaluation.evaluation_metrics) pairwise_euclidean_distance() (in module pusion.evaluation.evaluation_metrics) pairwise_kappa_statistic() (in module pusion.evaluation.evaluation_metrics) pairwise_q_statistic() (in module pusion.evaluation.evaluation_metrics) pusion.auto.auto_combiner module pusion.auto.detector module pusion.auto.generic_combiner module pusion.control.decision_processor module pusion.core.behaviour_knowledge_space_combiner module pusion.core.borda_count_combiner module pusion.core.combiner module pusion.core.cosine_similarity_combiner module pusion.core.decision_templates_combiner module pusion.core.dempster_shafer_combiner module

pusion.core.k_nearest_neighbors_combiner module pusion.core.macro_majority_vote_combiner module pusion.core.maximum_likelihood_combiner module pusion.core.micro_majority_vote_combiner module pusion.core.naive_bayes_combiner module pusion.core.neural_network_combiner module pusion.core.simple_average_combiner module pusion.core.weighted_voting_combiner module pusion.evaluation.evaluation module pusion.evaluation.evaluation_metrics module pusion.model.configuration module pusion.model.report module pusion.util.generator module pusion.util.transformer module

Q

q_statistic() (in module pusion.evaluation.evaluation_metrics)

R

Report (class in pusion.model.report)

report() (pusion.control.decision_processor.DecisionProcessor method)

S

set_coverage() (pusion.auto.auto_combiner.AutoCombiner method) (pusion.auto.generic_combiner.GenericCombiner method) (pusion.control.decision_processor.DecisionProcessor method) (pusion.core.combiner.Combiner method) set_data_split_ratio() (pusion.control.decision_processor.DecisionProcessor method) set_evaluation() (pusion.control.decision_processor.DecisionProcessor method) set_evidence() (pusion.auto.auto_combiner.AutoCombiner method) (pusion.auto.generic_combiner.GenericCombiner method) (pusion.control.decision_processor.DecisionProcessor method) (pusion.core.combiner.EvidenceBasedCombiner method) (pusion.core.naive_bayes_combiner.NaiveBayesCombiner method) (pusion.core.weighted_voting_combiner.WeightedVotingCombiner method)

set_instances() (pusion.evaluation.evaluation.Evaluation method) set_metrics() (pusion.evaluation.evaluation.Evaluation method) set_parallel() (pusion.auto.auto_combiner.AutoCombiner method) (pusion.auto.generic_combiner.GenericCombiner method) (pusion.control.decision_processor.DecisionProcessor method) set_runtimes() (pusion.evaluation.evaluation.Evaluation method) set_validation_size() (pusion.auto.auto_combiner.AutoCombiner method) shrink_to_coverage() (in module pusion.util.generator) SimpleAverageCombiner (class in pusion.core.simple_average_combiner) split_into_train_and_validation_data() (in module pusion.util.generator)

T

tensorize() (in module pusion.util.transformer) train() (pusion.auto.auto_combiner.AutoCombiner method) (pusion.auto.generic_combiner.GenericCombiner method) (pusion.control.decision_processor.DecisionProcessor method) (pusion.core.behaviour_knowledge_space_combiner.BehaviourKnowledgeSpaceCombiner method) (pusion.core.behaviour_knowledge_space_combiner.CRBehaviourKnowledgeSpaceCombiner method) (pusion.core.combiner.TrainableCombiner method) (pusion.core.decision_templates_combiner.CRDecisionTemplatesCombiner method) (pusion.core.decision_templates_combiner.DecisionTemplatesCombiner method) (pusion.core.dempster_shafer_combiner.CRDempsterShaferCombiner method) (pusion.core.dempster_shafer_combiner.DempsterShaferCombiner method) (pusion.core.k_nearest_neighbors_combiner.CRKNNCombiner method) (pusion.core.k_nearest_neighbors_combiner.KNNCombiner method) (pusion.core.maximum_likelihood_combiner.CRMaximumLikelihoodCombiner method) (pusion.core.maximum_likelihood_combiner.MaximumLikelihoodCombiner method) (pusion.core.naive_bayes_combiner.CRNaiveBayesCombiner method) (pusion.core.naive_bayes_combiner.NaiveBayesCombiner method) (pusion.core.neural_network_combiner.CRNeuralNetworkCombiner method) (pusion.core.neural_network_combiner.NeuralNetworkCombiner method) (pusion.core.weighted_voting_combiner.CRWeightedVotingCombiner method) (pusion.core.weighted_voting_combiner.WeightedVotingCombiner method)

train_par() (pusion.auto.auto_combiner.AutoCombiner method) (pusion.auto.generic_combiner.GenericCombiner method) train_seq() (pusion.auto.auto_combiner.AutoCombiner method) (pusion.auto.generic_combiner.GenericCombiner method) TrainableCombiner (class in pusion.core.combiner) transform_label_tensor_to_class_assignment_tensor() (in module pusion.util.transformer) transform_label_vector_to_class_assignment_matrix() (in module pusion.util.transformer)

U

UtilityBasedCombiner (class in pusion.core.combiner)

W

weighted_f1() (in module pusion.evaluation.evaluation_metrics)

weighted_jaccard() (in module pusion.evaluation.evaluation_metrics) WeightedVotingCombiner (class in pusion.core.weighted_voting_combiner)