Index _ | A | B | C | D | E | F | G | I | L | M | N | P | R | S | T | U | V | W _ __call__() (ex_fuzzy.evolutionary_fit.BaseFuzzyRulesClassifier method) (ex_fuzzy.fuzzy_sets.FS method) (ex_fuzzy.fuzzy_sets.fuzzyVariable method) (ex_fuzzy.rules.MasterRuleBase method) __eq__() (ex_fuzzy.rules.MasterRuleBase method) (ex_fuzzy.rules.RuleSimple method) __getitem__() (ex_fuzzy.fuzzy_sets.fuzzyVariable method) (ex_fuzzy.rules.MasterRuleBase method) (ex_fuzzy.rules.RuleSimple method) __hash__() (ex_fuzzy.rules.RuleSimple method) __init__() (ex_fuzzy.classifiers.FuzzyRulesClassifier method) (ex_fuzzy.classifiers.RuleFineTuneClassifier method) (ex_fuzzy.classifiers.RuleMineClassifier method) (ex_fuzzy.conformal.ConformalFuzzyClassifier method) (ex_fuzzy.DeepFERL method) (ex_fuzzy.eval_tools.FuzzyEvaluator method) (ex_fuzzy.evolutionary_fit.BaseFuzzyRulesClassifier method) (ex_fuzzy.evolutionary_fit.FitRuleBase method) (ex_fuzzy.evolutionary_fit_regression.BaseFuzzyRulesRegressor method) (ex_fuzzy.evolutionary_fit_regression.FitRuleBaseRegression method) (ex_fuzzy.evolutionary_fit_regression.RuleBaseT1MamdaniRegression method) (ex_fuzzy.evolutionary_fit_regression.RuleBaseT1Regression method) (ex_fuzzy.FERL method) (ex_fuzzy.fuzzy_sets.categoricalFS method) (ex_fuzzy.fuzzy_sets.FS method) (ex_fuzzy.fuzzy_sets.fuzzyVariable method) (ex_fuzzy.fuzzy_sets.gaussianIVFS method) (ex_fuzzy.rules.MasterRuleBase method) (ex_fuzzy.rules.RuleBaseGT2 method) (ex_fuzzy.rules.RuleBaseT1 method) (ex_fuzzy.rules.RuleBaseT2 method) (ex_fuzzy.rules.RuleSimple method) __iter__() (ex_fuzzy.fuzzy_sets.fuzzyVariable method) __len__() (ex_fuzzy.fuzzy_sets.fuzzyVariable method) (ex_fuzzy.rules.MasterRuleBase method) (ex_fuzzy.rules.RuleSimple method) __setitem__() (ex_fuzzy.fuzzy_sets.fuzzyVariable method) (ex_fuzzy.rules.RuleSimple method) __str__() (ex_fuzzy.fuzzy_sets.categoricalFS method) (ex_fuzzy.fuzzy_sets.FS method) (ex_fuzzy.fuzzy_sets.fuzzyVariable method) (ex_fuzzy.rules.MasterRuleBase method) (ex_fuzzy.rules.RuleSimple method) _root (ex_fuzzy.FERL attribute) A add_rule() (ex_fuzzy.rules.MasterRuleBase method) add_rule_base() (ex_fuzzy.rules.MasterRuleBase method) alpha_compute_rule_antecedent_memberships() (ex_fuzzy.rules.RuleBaseGT2 method) antecedents (ex_fuzzy.rules.RuleSimple attribute) append() (ex_fuzzy.fuzzy_sets.fuzzyVariable method) array_evaluation (ex_fuzzy.evolutionary_fit.FitRuleBase attribute) B BaseFuzzyRulesClassifier (class in ex_fuzzy.evolutionary_fit) BaseFuzzyRulesRegressor (class in ex_fuzzy.evolutionary_fit_regression) C calibrate() (ex_fuzzy.conformal.ConformalFuzzyClassifier method) categoricalFS (class in ex_fuzzy.fuzzy_sets) class_features_ (ex_fuzzy.classifiers.FuzzyRulesClassifier attribute) classes_ (ex_fuzzy.classifiers.FuzzyRulesClassifier attribute) (ex_fuzzy.DeepFERL attribute) (ex_fuzzy.FERL attribute) clf (ex_fuzzy.conformal.ConformalFuzzyClassifier property) compute_antecedents_memberships() (in module ex_fuzzy.rules) compute_association_degrees() (ex_fuzzy.rules.MasterRuleBase method) compute_firing_strenghts() (ex_fuzzy.rules.MasterRuleBase method) compute_firing_strengths() (ex_fuzzy.rules.MasterRuleBase method) compute_memberships() (ex_fuzzy.fuzzy_sets.fuzzyVariable method) compute_rule_antecedent_memberships() (ex_fuzzy.rules.RuleBaseGT2 method) ConformalFuzzyClassifier (class in ex_fuzzy.conformal) consequent (ex_fuzzy.rules.RuleSimple attribute) copy() (ex_fuzzy.rules.MasterRuleBase method) cost_complexity_pruning() (ex_fuzzy.FERL method) customized_loss() (ex_fuzzy.evolutionary_fit.BaseFuzzyRulesClassifier method) D DeepFERL (class in ex_fuzzy) domain (ex_fuzzy.fuzzy_sets.FS attribute) domain() (ex_fuzzy.fuzzy_sets.fuzzyVariable method) E encode_rulebase() (ex_fuzzy.evolutionary_fit.FitRuleBase method) eval_fuzzy_model() (ex_fuzzy.eval_tools.FuzzyEvaluator method) (in module ex_fuzzy.eval_tools) evaluate_conformal_coverage() (in module ex_fuzzy.conformal) explainable_predict() (ex_fuzzy.evolutionary_fit.BaseFuzzyRulesClassifier method) (ex_fuzzy.rules.MasterRuleBase method) F feature_names_in_ (ex_fuzzy.DeepFERL attribute) FERL (class in ex_fuzzy) firing_strength() (ex_fuzzy.DeepFERL method) (ex_fuzzy.FERL method) fit() (ex_fuzzy.classifiers.FuzzyRulesClassifier method) (ex_fuzzy.classifiers.RuleFineTuneClassifier method) (ex_fuzzy.classifiers.RuleMineClassifier method) (ex_fuzzy.conformal.ConformalFuzzyClassifier method) (ex_fuzzy.DeepFERL method) (ex_fuzzy.evolutionary_fit.BaseFuzzyRulesClassifier method) (ex_fuzzy.evolutionary_fit_regression.BaseFuzzyRulesRegressor method) (ex_fuzzy.FERL method) fit_with_pruning() (ex_fuzzy.FERL method) fitness_func() (ex_fuzzy.evolutionary_fit.FitRuleBase method) FitRuleBase (class in ex_fuzzy.evolutionary_fit) FitRuleBaseRegression (class in ex_fuzzy.evolutionary_fit_regression) fl_classifier (ex_fuzzy.classifiers.RuleMineClassifier property) (ex_fuzzy.eval_tools.FuzzyEvaluator attribute) fl_classifier1 (ex_fuzzy.classifiers.RuleFineTuneClassifier property) fl_classifier2 (ex_fuzzy.classifiers.RuleFineTuneClassifier property) forward() (ex_fuzzy.evolutionary_fit.BaseFuzzyRulesClassifier method) (ex_fuzzy.rules.RuleBaseGT2 method) (ex_fuzzy.rules.RuleBaseT1 method) (ex_fuzzy.rules.RuleBaseT2 method) FS (class in ex_fuzzy.fuzzy_sets) fs_type (ex_fuzzy.fuzzy_sets.fuzzyVariable attribute) fuzzy_partitions_ (ex_fuzzy.FERL attribute) FUZZY_SETS (class in ex_fuzzy.fuzzy_sets) fuzzy_type() (ex_fuzzy.fuzzy_sets.fuzzyVariable method) (ex_fuzzy.rules.MasterRuleBase method) (ex_fuzzy.rules.RuleBaseGT2 method) (ex_fuzzy.rules.RuleBaseT1 method) (ex_fuzzy.rules.RuleBaseT2 method) FuzzyEvaluator (class in ex_fuzzy.eval_tools) FuzzyRulesClassifier (class in ex_fuzzy.classifiers) fuzzyVariable (class in ex_fuzzy.fuzzy_sets) G gaussianFS (class in ex_fuzzy.fuzzy_sets) gaussianIVFS (class in ex_fuzzy.fuzzy_sets) generate_rule_string() (in module ex_fuzzy.rules) generate_rules_from_itemsets() (in module ex_fuzzy.rule_mining) get_antecedents() (ex_fuzzy.rules.MasterRuleBase method) get_calibration_info() (ex_fuzzy.conformal.ConformalFuzzyClassifier method) get_consequents() (ex_fuzzy.rules.MasterRuleBase method) get_consequents_names() (ex_fuzzy.rules.MasterRuleBase method) get_linguistic_variables() (ex_fuzzy.fuzzy_sets.fuzzyVariable method) get_metric() (ex_fuzzy.eval_tools.FuzzyEvaluator method) get_rulebase() (ex_fuzzy.evolutionary_fit.BaseFuzzyRulesClassifier method) (ex_fuzzy.evolutionary_fit_regression.BaseFuzzyRulesRegressor method) get_rulebase_matrix() (ex_fuzzy.rules.MasterRuleBase method) get_rulebases() (ex_fuzzy.rules.MasterRuleBase method) get_rules() (ex_fuzzy.rules.MasterRuleBase method) get_scores() (ex_fuzzy.rules.MasterRuleBase method) get_tree_stats() (ex_fuzzy.DeepFERL method) (ex_fuzzy.FERL method) get_weights() (ex_fuzzy.rules.MasterRuleBase method) gt2 (ex_fuzzy.fuzzy_sets.FUZZY_SETS attribute) I inference() (ex_fuzzy.evolutionary_fit_regression.RuleBaseT1MamdaniRegression method) (ex_fuzzy.evolutionary_fit_regression.RuleBaseT1Regression method) (ex_fuzzy.rules.RuleBaseGT2 method) (ex_fuzzy.rules.RuleBaseT1 method) (ex_fuzzy.rules.RuleBaseT2 method) internal_classifier() (ex_fuzzy.classifiers.FuzzyRulesClassifier method) (ex_fuzzy.classifiers.RuleFineTuneClassifier method) (ex_fuzzy.classifiers.RuleMineClassifier method) L leaf_mask() (ex_fuzzy.DeepFERL static method) learn_partitions_mdlp() (in module ex_fuzzy) linguistic_variable_names() (ex_fuzzy.fuzzy_sets.fuzzyVariable method) linguistic_variables (ex_fuzzy.fuzzy_sets.fuzzyVariable attribute) linguistic_variables_ (ex_fuzzy.classifiers.FuzzyRulesClassifier attribute) load_master_rule_base() (ex_fuzzy.evolutionary_fit.BaseFuzzyRulesClassifier method) M majority_class_ (ex_fuzzy.classifiers.FuzzyRulesClassifier attribute) MasterRuleBase (class in ex_fuzzy.rules) max_features_ (ex_fuzzy.classifiers.FuzzyRulesClassifier attribute) mdlp_cuts() (in module ex_fuzzy) membership() (ex_fuzzy.fuzzy_sets.categoricalFS method) (ex_fuzzy.fuzzy_sets.FS method) (ex_fuzzy.fuzzy_sets.gaussianFS method) (ex_fuzzy.fuzzy_sets.gaussianIVFS method) membership_parameters (ex_fuzzy.fuzzy_sets.FS attribute) (ex_fuzzy.fuzzy_sets.gaussianFS attribute) mine_rulebase_support() (in module ex_fuzzy.rule_mining) modifiers (ex_fuzzy.rules.RuleSimple attribute) multiclass_mine_rulebase() (in module ex_fuzzy.rule_mining) N n_conditions_ (ex_fuzzy.classifiers.FuzzyRulesClassifier attribute) n_features_in_ (ex_fuzzy.DeepFERL attribute) n_leaves_ (ex_fuzzy.DeepFERL attribute) n_linguistic_variables() (ex_fuzzy.rules.MasterRuleBase method) n_rules() (ex_fuzzy.DeepFERL method) (ex_fuzzy.FERL method) n_rules_ (ex_fuzzy.classifiers.FuzzyRulesClassifier attribute) name (ex_fuzzy.fuzzy_sets.FS attribute) (ex_fuzzy.fuzzy_sets.fuzzyVariable attribute) (ex_fuzzy.fuzzy_sets.gaussianFS attribute) (ex_fuzzy.fuzzy_sets.gaussianIVFS attribute) nclasses_ (ex_fuzzy.conformal.ConformalFuzzyClassifier attribute) node_activation_matrix() (ex_fuzzy.DeepFERL method) (ex_fuzzy.FERL method) node_depths() (ex_fuzzy.DeepFERL static method) node_dict_access (ex_fuzzy.FERL attribute) P p_value_validation() (ex_fuzzy.evolutionary_fit.BaseFuzzyRulesClassifier method) plot_fuzzy_variables() (ex_fuzzy.evolutionary_fit.BaseFuzzyRulesClassifier method) predict() (ex_fuzzy.classifiers.FuzzyRulesClassifier method) (ex_fuzzy.classifiers.RuleFineTuneClassifier method) (ex_fuzzy.classifiers.RuleMineClassifier method) (ex_fuzzy.conformal.ConformalFuzzyClassifier method) (ex_fuzzy.DeepFERL method) (ex_fuzzy.eval_tools.FuzzyEvaluator method) (ex_fuzzy.evolutionary_fit.BaseFuzzyRulesClassifier method) (ex_fuzzy.evolutionary_fit_regression.BaseFuzzyRulesRegressor method) (ex_fuzzy.FERL method) (ex_fuzzy.rules.MasterRuleBase method) predict_all_leaves() (ex_fuzzy.FERL method) predict_all_leaves_matrix() (ex_fuzzy.FERL method) predict_credal() (ex_fuzzy.DeepFERL method) (ex_fuzzy.FERL method) predict_dirichlet() (ex_fuzzy.DeepFERL method) (ex_fuzzy.FERL method) predict_ds() (ex_fuzzy.DeepFERL method) (ex_fuzzy.FERL method) predict_membership_class() (ex_fuzzy.evolutionary_fit.BaseFuzzyRulesClassifier method) predict_proba() (ex_fuzzy.classifiers.FuzzyRulesClassifier method) (ex_fuzzy.DeepFERL method) (ex_fuzzy.evolutionary_fit.BaseFuzzyRulesClassifier method) (ex_fuzzy.FERL method) predict_proba_rules() (ex_fuzzy.evolutionary_fit.BaseFuzzyRulesClassifier method) predict_set() (ex_fuzzy.conformal.ConformalFuzzyClassifier method) (ex_fuzzy.DeepFERL method) (ex_fuzzy.FERL method) predict_set_with_rules() (ex_fuzzy.conformal.ConformalFuzzyClassifier method) predict_with_path() (ex_fuzzy.FERL method) print_rule_bootstrap_results() (ex_fuzzy.evolutionary_fit.BaseFuzzyRulesClassifier method) (ex_fuzzy.rules.MasterRuleBase method) print_rules() (ex_fuzzy.classifiers.FuzzyRulesClassifier method) (ex_fuzzy.conformal.ConformalFuzzyClassifier method) (ex_fuzzy.evolutionary_fit.BaseFuzzyRulesClassifier method) (ex_fuzzy.evolutionary_fit_regression.BaseFuzzyRulesRegressor method) (ex_fuzzy.evolutionary_fit_regression.RuleBaseT1MamdaniRegression method) (ex_fuzzy.evolutionary_fit_regression.RuleBaseT1Regression method) (ex_fuzzy.rules.MasterRuleBase method) print_tree() (ex_fuzzy.DeepFERL method) (ex_fuzzy.FERL method) prune_rules_confidence_lift() (in module ex_fuzzy.rule_mining) purge_rules() (ex_fuzzy.rules.MasterRuleBase method) R remove_rule() (ex_fuzzy.rules.MasterRuleBase method) rename_cons() (ex_fuzzy.rules.MasterRuleBase method) rename_fuzzy_variables() (ex_fuzzy.evolutionary_fit.BaseFuzzyRulesClassifier method) reparametrice_loss() (ex_fuzzy.evolutionary_fit.BaseFuzzyRulesClassifier method) reparametrize_loss() (ex_fuzzy.evolutionary_fit.BaseFuzzyRulesClassifier method) root_ (ex_fuzzy.DeepFERL attribute) rule_base (ex_fuzzy.conformal.ConformalFuzzyClassifier attribute) rule_base_ (ex_fuzzy.classifiers.FuzzyRulesClassifier attribute) rule_search() (in module ex_fuzzy.rule_mining) RuleBaseGT2 (class in ex_fuzzy.rules) RuleBaseT1 (class in ex_fuzzy.rules) RuleBaseT1MamdaniRegression (class in ex_fuzzy.evolutionary_fit_regression) RuleBaseT1Regression (class in ex_fuzzy.evolutionary_fit_regression) RuleBaseT2 (class in ex_fuzzy.rules) RuleFineTuneClassifier (class in ex_fuzzy.classifiers) RuleMineClassifier (class in ex_fuzzy.classifiers) RuleSimple (class in ex_fuzzy.rules) S score() (ex_fuzzy.evolutionary_fit_regression.BaseFuzzyRulesRegressor method) score_type (ex_fuzzy.conformal.ConformalFuzzyClassifier attribute) secondMF_lower (ex_fuzzy.fuzzy_sets.gaussianIVFS attribute) secondMF_upper (ex_fuzzy.fuzzy_sets.gaussianIVFS attribute) select_pareto_solution() (ex_fuzzy.evolutionary_fit.BaseFuzzyRulesClassifier method) selected_features_ (ex_fuzzy.classifiers.FuzzyRulesClassifier attribute) set_fit_request() (ex_fuzzy.classifiers.FuzzyRulesClassifier method) (ex_fuzzy.classifiers.RuleFineTuneClassifier method) (ex_fuzzy.classifiers.RuleMineClassifier method) (ex_fuzzy.conformal.ConformalFuzzyClassifier method) (ex_fuzzy.evolutionary_fit.BaseFuzzyRulesClassifier method) (ex_fuzzy.evolutionary_fit_regression.BaseFuzzyRulesRegressor method) (ex_fuzzy.FERL method) set_predict_proba_request() (ex_fuzzy.DeepFERL method) (ex_fuzzy.FERL method) set_predict_request() (ex_fuzzy.DeepFERL method) (ex_fuzzy.evolutionary_fit.BaseFuzzyRulesClassifier method) (ex_fuzzy.FERL method) set_score_request() (ex_fuzzy.classifiers.FuzzyRulesClassifier method) (ex_fuzzy.classifiers.RuleFineTuneClassifier method) (ex_fuzzy.classifiers.RuleMineClassifier method) (ex_fuzzy.conformal.ConformalFuzzyClassifier method) (ex_fuzzy.DeepFERL method) (ex_fuzzy.evolutionary_fit.BaseFuzzyRulesClassifier method) (ex_fuzzy.FERL method) shape() (ex_fuzzy.fuzzy_sets.categoricalFS method) (ex_fuzzy.fuzzy_sets.FS method) (ex_fuzzy.fuzzy_sets.gaussianFS method) (ex_fuzzy.fuzzy_sets.gaussianIVFS method) simple_mine_rulebase() (in module ex_fuzzy.rule_mining) simple_multiclass_mine_rulebase() (in module ex_fuzzy.rule_mining) T t1 (ex_fuzzy.fuzzy_sets.FUZZY_SETS attribute) t2 (ex_fuzzy.fuzzy_sets.FUZZY_SETS attribute) temporal (ex_fuzzy.fuzzy_sets.FUZZY_SETS attribute) temporal_gt2 (ex_fuzzy.fuzzy_sets.FUZZY_SETS attribute) temporal_t2 (ex_fuzzy.fuzzy_sets.FUZZY_SETS attribute) torch_devices (ex_fuzzy.evolutionary_fit.FitRuleBase attribute) tree_rules (ex_fuzzy.FERL attribute) type() (ex_fuzzy.fuzzy_sets.categoricalFS method) (ex_fuzzy.fuzzy_sets.FS method) (ex_fuzzy.fuzzy_sets.gaussianFS method) (ex_fuzzy.fuzzy_sets.gaussianIVFS method) U units (ex_fuzzy.fuzzy_sets.fuzzyVariable attribute) universe_size (ex_fuzzy.fuzzy_sets.gaussianFS attribute) (ex_fuzzy.fuzzy_sets.gaussianIVFS attribute) V validate() (ex_fuzzy.fuzzy_sets.fuzzyVariable method) vl_names (ex_fuzzy.evolutionary_fit.FitRuleBase attribute) W winning_rule_predict() (ex_fuzzy.rules.MasterRuleBase method)