Index

A

add_auxiliary_rule_weights() (ex_fuzzy.eval_rules.evalRuleBase method) add_classification_metrics() (ex_fuzzy.eval_rules.evalRuleBase method) add_full_evaluation() (ex_fuzzy.eval_rules.evalRuleBase method) add_rule() (ex_fuzzy.rules.MasterRuleBase method) (ex_fuzzy.rules.RuleBase method) (ex_fuzzy.temporal.temporalMasterRuleBase method) add_rule_base() (ex_fuzzy.rules.MasterRuleBase method) (ex_fuzzy.temporal.temporalMasterRuleBase method)

add_rule_weights() (ex_fuzzy.eval_rules.evalRuleBase method) add_rules() (ex_fuzzy.rules.RuleBase method) alpha_compute_rule_antecedent_memberships() (ex_fuzzy.rules.RuleBaseGT2 method) alpha_reduction() (ex_fuzzy.fuzzy_sets.GT2 method) append() (ex_fuzzy.fuzzy_sets.fuzzyVariable method) assign_time() (in module ex_fuzzy.utils) association_degree() (ex_fuzzy.eval_rules.evalRuleBase method) attractors_report() (in module ex_fuzzy.cognitive_maps) aux_dominance_scores() (ex_fuzzy.eval_rules.evalRuleBase method)

B

BaseFuzzyRulesClassifier (class in ex_fuzzy.evolutionary_fit) bootstrap_confidence_confinterval() (ex_fuzzy.eval_rules.evalRuleBase method)

bootstrap_confidence_rules() (ex_fuzzy.eval_rules.evalRuleBase method) bootstrap_support_confinterval() (ex_fuzzy.eval_rules.evalRuleBase method) bootstrap_support_rules() (ex_fuzzy.eval_rules.evalRuleBase method)

C

categoricalFS (class in ex_fuzzy.fuzzy_sets) categoricalIVFS (class in ex_fuzzy.fuzzy_sets) center_of_masses() (in module ex_fuzzy.centroid) choose_popular_rules() (in module ex_fuzzy.vis_rules) classification_eval() (ex_fuzzy.eval_rules.evalRuleBase method) classify_temp() (in module ex_fuzzy.utils) compute_antecedent_pattern_support() (ex_fuzzy.eval_rules.evalRuleBase method) compute_antecedents_memberships() (ex_fuzzy.rules.RuleBase method) (in module ex_fuzzy.rules) compute_association_degrees() (ex_fuzzy.rules.MasterRuleBase method) compute_aux_pattern_confidence() (ex_fuzzy.eval_rules.evalRuleBase method) compute_aux_pattern_support() (ex_fuzzy.eval_rules.evalRuleBase method) compute_centroid_iv() (in module ex_fuzzy.centroid) compute_centroid_t2_l() (in module ex_fuzzy.centroid) compute_centroid_t2_r() (in module ex_fuzzy.centroid) compute_firing_strenghts() (ex_fuzzy.rules.MasterRuleBase method) (ex_fuzzy.temporal.temporalMasterRuleBase method) compute_memberships() (ex_fuzzy.fuzzy_sets.fuzzyVariable method) (ex_fuzzy.temporal.temporalFuzzyVariable method)

compute_pattern_confidence() (ex_fuzzy.eval_rules.evalRuleBase method) compute_pattern_support() (ex_fuzzy.eval_rules.evalRuleBase method) compute_quantiles() (in module ex_fuzzy.utils) compute_rule_antecedent_memberships() (ex_fuzzy.rules.RuleBase method) (ex_fuzzy.rules.RuleBaseGT2 method) connect_master_rulebase() (in module ex_fuzzy.vis_rules) connect_rulebase() (in module ex_fuzzy.vis_rules) consequent_centroid() (ex_fuzzy.rules.Rule method) (in module ex_fuzzy.centroid) consequent_centroid_l() (in module ex_fuzzy.centroid) consequent_centroid_r() (in module ex_fuzzy.centroid) construct_conditional_frequencies() (in module ex_fuzzy.utils) construct_crisp_categorical_partition() (in module ex_fuzzy.utils) construct_partitions() (in module ex_fuzzy.utils) construct_rule_base() (in module ex_fuzzy.rules) create_graph_connection() (in module ex_fuzzy.vis_rules) create_multi_tempVariables() (in module ex_fuzzy.utils) create_tempVariables() (in module ex_fuzzy.utils) customized_loss() (ex_fuzzy.evolutionary_fit.BaseFuzzyRulesClassifier method)

D

domain() (ex_fuzzy.fuzzy_sets.fuzzyVariable method)

dominance_scores() (ex_fuzzy.eval_rules.evalRuleBase method)

E

effective_rulesize_eval() (ex_fuzzy.eval_rules.evalRuleBase method) encode_rulebase() (ex_fuzzy.evolutionary_fit.FitRuleBase method) eval_fuzzy_model() (ex_fuzzy.eval_tools.FuzzyEvaluator method) (in module ex_fuzzy.eval_tools) eval_temporal_fuzzy_model() (in module ex_fuzzy.temporal) evalRuleBase (class in ex_fuzzy.eval_rules) ex_fuzzy.centroid module ex_fuzzy.classifiers module ex_fuzzy.cognitive_maps module ex_fuzzy.eval_rules module ex_fuzzy.eval_tools module ex_fuzzy.evolutionary_fit module ex_fuzzy.fuzzy_sets module

ex_fuzzy.pattern_stability module ex_fuzzy.persistence module ex_fuzzy.rule_mining module ex_fuzzy.rules module ex_fuzzy.temporal module ex_fuzzy.utils module ex_fuzzy.vis_rules module explainable_predict() (ex_fuzzy.evolutionary_fit.BaseFuzzyRulesClassifier method) (ex_fuzzy.rules.MasterRuleBase method) ExploreRuleBases (class in ex_fuzzy.evolutionary_fit) extend_fuzzy_sets_enum() (in module ex_fuzzy.utils)

F

filter_useless_columns() (in module ex_fuzzy.vis_rules) fit() (ex_fuzzy.classifiers.FuzzyRulesClassifier method) (ex_fuzzy.classifiers.RuleFineTuneClassifier method) (ex_fuzzy.classifiers.RuleMineClassifier method) (ex_fuzzy.evolutionary_fit.BaseFuzzyRulesClassifier method) (ex_fuzzy.temporal.TemporalFuzzyRulesClassifier method) fitness_func() (ex_fuzzy.evolutionary_fit.ExploreRuleBases method) (ex_fuzzy.evolutionary_fit.FitRuleBase method) FitRuleBase (class in ex_fuzzy.evolutionary_fit) fix_time() (ex_fuzzy.temporal.temporalFS method) (ex_fuzzy.temporal.temporalFuzzyVariable method) fixed_quantile_compute() (in module ex_fuzzy.utils) forward() (ex_fuzzy.evolutionary_fit.BaseFuzzyRulesClassifier method) (ex_fuzzy.rules.RuleBase method) (ex_fuzzy.rules.RuleBaseGT2 method) (ex_fuzzy.rules.RuleBaseT1 method) (ex_fuzzy.rules.RuleBaseT2 method) (ex_fuzzy.temporal.TemporalFuzzyRulesClassifier method)

FS (class in ex_fuzzy.fuzzy_sets) fuzzy_type() (ex_fuzzy.fuzzy_sets.fuzzyVariable method) (ex_fuzzy.rules.MasterRuleBase method) (ex_fuzzy.rules.RuleBase method) (ex_fuzzy.rules.RuleBaseGT2 method) (ex_fuzzy.rules.RuleBaseT1 method) (ex_fuzzy.rules.RuleBaseT2 method) (ex_fuzzy.temporal.temporalMasterRuleBase 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_consequents() (ex_fuzzy.rules.MasterRuleBase method) (ex_fuzzy.temporal.temporalMasterRuleBase 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.temporal.TemporalFuzzyRulesClassifier method) get_rulebase_matrix() (ex_fuzzy.rules.MasterRuleBase method) (ex_fuzzy.rules.RuleBase method) (ex_fuzzy.temporal.temporalMasterRuleBase method)

get_rulebases() (ex_fuzzy.rules.MasterRuleBase method) (ex_fuzzy.temporal.temporalMasterRuleBase method) get_rules() (ex_fuzzy.rules.MasterRuleBase method) (ex_fuzzy.rules.RuleBase method) (ex_fuzzy.temporal.temporalMasterRuleBase method) get_scores() (ex_fuzzy.rules.MasterRuleBase method) (ex_fuzzy.rules.RuleBase method) (ex_fuzzy.temporal.temporalMasterRuleBase method) get_weights() (ex_fuzzy.rules.MasterRuleBase method) (ex_fuzzy.rules.RuleBase method) GT2 (class in ex_fuzzy.fuzzy_sets) gt2_fuzzy_partitions_dataset() (in module ex_fuzzy.utils)

I

inference() (ex_fuzzy.rules.RuleBase method) (ex_fuzzy.rules.RuleBaseGT2 method) (ex_fuzzy.rules.RuleBaseT1 method) (ex_fuzzy.rules.RuleBaseT2 method)

inside_type() (ex_fuzzy.temporal.temporalFS method) IVFS (class in ex_fuzzy.fuzzy_sets)

L

linguistic_variable_names() (ex_fuzzy.fuzzy_sets.fuzzyVariable method) list_rules_to_matrix() (in module ex_fuzzy.rules) load_fuzzy_rules() (in module ex_fuzzy.persistence)

load_fuzzy_variables() (in module ex_fuzzy.persistence) load_master_rule_base() (ex_fuzzy.evolutionary_fit.BaseFuzzyRulesClassifier method) look_pattern_states() (in module ex_fuzzy.cognitive_maps)

M

MasterRuleBase (class in ex_fuzzy.rules) matrix_rule_base_form() (in module ex_fuzzy.vis_rules) mcc_loss() (in module ex_fuzzy.utils) membership() (ex_fuzzy.fuzzy_sets.categoricalFS method) (ex_fuzzy.fuzzy_sets.categoricalIVFS method) (ex_fuzzy.fuzzy_sets.FS method) (ex_fuzzy.fuzzy_sets.gaussianFS method) (ex_fuzzy.fuzzy_sets.gaussianIVFS method) (ex_fuzzy.fuzzy_sets.GT2 method) (ex_fuzzy.fuzzy_sets.IVFS method) (ex_fuzzy.rules.Rule method) (ex_fuzzy.temporal.temporalFS method) mine_rulebase_support() (in module ex_fuzzy.rule_mining) module ex_fuzzy.centroid ex_fuzzy.classifiers ex_fuzzy.cognitive_maps ex_fuzzy.eval_rules ex_fuzzy.eval_tools ex_fuzzy.evolutionary_fit ex_fuzzy.fuzzy_sets ex_fuzzy.pattern_stability ex_fuzzy.persistence ex_fuzzy.rule_mining ex_fuzzy.rules ex_fuzzy.temporal ex_fuzzy.utils ex_fuzzy.vis_rules

multiclass_mine_rulebase() (in module ex_fuzzy.rule_mining)

N

n_linguistic_variables() (ex_fuzzy.rules.MasterRuleBase method) (ex_fuzzy.rules.RuleBase method)

n_time_moments() (ex_fuzzy.temporal.temporalFuzzyVariable method) NEW_FUZZY_SETS (in module ex_fuzzy.temporal)

P

p_permutation_classifier_validation() (ex_fuzzy.eval_rules.evalRuleBase method) p_value_validation() (ex_fuzzy.evolutionary_fit.BaseFuzzyRulesClassifier method) partition3_quantile_compute() (in module ex_fuzzy.utils) plot_fuzzy_variable() (in module ex_fuzzy.vis_rules) plot_fuzzy_variables() (ex_fuzzy.evolutionary_fit.BaseFuzzyRulesClassifier method) (ex_fuzzy.temporal.TemporalFuzzyRulesClassifier method) predict() (ex_fuzzy.classifiers.FuzzyRulesClassifier method) (ex_fuzzy.classifiers.RuleFineTuneClassifier method) (ex_fuzzy.classifiers.RuleMineClassifier method) (ex_fuzzy.evolutionary_fit.BaseFuzzyRulesClassifier method) (ex_fuzzy.rules.MasterRuleBase method) predict_proba() (ex_fuzzy.evolutionary_fit.BaseFuzzyRulesClassifier method)

predict_proba_class() (ex_fuzzy.evolutionary_fit.BaseFuzzyRulesClassifier method) print_fuzzy_variable() (in module ex_fuzzy.persistence) print_rule_bootstrap_results() (ex_fuzzy.evolutionary_fit.BaseFuzzyRulesClassifier method) (ex_fuzzy.rules.MasterRuleBase method) (ex_fuzzy.rules.RuleBase method) print_rules() (ex_fuzzy.evolutionary_fit.BaseFuzzyRulesClassifier method) (ex_fuzzy.rules.MasterRuleBase method) (ex_fuzzy.rules.RuleBase method) (ex_fuzzy.temporal.temporalMasterRuleBase method) prune_bad_rules() (ex_fuzzy.rules.RuleBase method) prune_rules_confidence_lift() (in module ex_fuzzy.rule_mining) purge_rules() (ex_fuzzy.rules.MasterRuleBase method) (ex_fuzzy.temporal.temporalMasterRuleBase method)

Q

quartile_compute() (in module ex_fuzzy.utils)

R

remove_rule() (ex_fuzzy.rules.RuleBase method) remove_rules() (ex_fuzzy.rules.RuleBase 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) Rule (class in ex_fuzzy.rules) rule_search() (in module ex_fuzzy.rule_mining) RuleBase (class in ex_fuzzy.rules)

RuleBaseGT2 (class in ex_fuzzy.rules) RuleBaseT1 (class in ex_fuzzy.rules) RuleBaseT2 (class in ex_fuzzy.rules) RuleError RuleFineTuneClassifier (class in ex_fuzzy.classifiers) RuleMineClassifier (class in ex_fuzzy.classifiers) rules_to_latex() (in module ex_fuzzy.vis_rules) RuleSimple (class in ex_fuzzy.rules)

S

save_fuzzy_variables() (in module ex_fuzzy.persistence) scores() (ex_fuzzy.rules.RuleBase method) shape() (ex_fuzzy.fuzzy_sets.categoricalFS method) (ex_fuzzy.fuzzy_sets.categoricalIVFS method) (ex_fuzzy.fuzzy_sets.FS method) (ex_fuzzy.fuzzy_sets.gaussianFS method) (ex_fuzzy.fuzzy_sets.gaussianIVFS method) (ex_fuzzy.fuzzy_sets.triangularFS method)

simple_mine_rulebase() (in module ex_fuzzy.rule_mining) simple_multiclass_mine_rulebase() (in module ex_fuzzy.rule_mining) size_antecedents_eval() (ex_fuzzy.eval_rules.evalRuleBase method) study_attractors_FCM() (in module ex_fuzzy.cognitive_maps)

T

t1_fuzzy_partitions_dataset() (in module ex_fuzzy.utils) t1_n_gaussian_partition_parameters() (in module ex_fuzzy.utils) t1_n_partition_parameters() (in module ex_fuzzy.utils) t1_simple_gaussian_partition() (in module ex_fuzzy.utils) t1_simple_partition() (in module ex_fuzzy.utils) t1_simple_triangular_partition() (in module ex_fuzzy.utils) t1_simple_triangular_partition_parameters() (in module ex_fuzzy.utils) t1_three_partition() (in module ex_fuzzy.utils) t2_fuzzy_partitions_dataset() (in module ex_fuzzy.utils) t2_n_partition_parameters() (in module ex_fuzzy.utils) temporal_assemble() (in module ex_fuzzy.utils) temporal_cuts() (in module ex_fuzzy.utils) temporalFS (class in ex_fuzzy.temporal)

TemporalFuzzyRulesClassifier (class in ex_fuzzy.temporal) temporalFuzzyVariable (class in ex_fuzzy.temporal) temporalMasterRuleBase (class in ex_fuzzy.temporal) TMP_FUZZY_SETS (in module ex_fuzzy.temporal) trapezoidal_membership() (in module ex_fuzzy.fuzzy_sets) triangularFS (class in ex_fuzzy.fuzzy_sets) type() (ex_fuzzy.fuzzy_sets.categoricalFS method) (ex_fuzzy.fuzzy_sets.categoricalIVFS method) (ex_fuzzy.fuzzy_sets.FS method) (ex_fuzzy.fuzzy_sets.gaussianFS method) (ex_fuzzy.fuzzy_sets.gaussianIVFS method) (ex_fuzzy.fuzzy_sets.GT2 method) (ex_fuzzy.fuzzy_sets.IVFS method) (ex_fuzzy.temporal.temporalFS method)

V

validate() (ex_fuzzy.fuzzy_sets.fuzzyVariable method)

validate_partitions() (in module ex_fuzzy.utils) visualize_rulebase() (in module ex_fuzzy.vis_rules)

W

winning_rule_predict() (ex_fuzzy.rules.MasterRuleBase method) (ex_fuzzy.temporal.temporalMasterRuleBase method)