Index

_

__call__() (neuro_fuzzy_toolbox.training.early_stopping.EarlyStopping method) (neuro_fuzzy_toolbox.training.sonfis.SONFIS method) (neuro_fuzzy_toolbox.training.training_algorithms.base_model_trainer method) (neuro_fuzzy_toolbox.training.training_algorithms.Basic_optimizer_training_algorithm method) (neuro_fuzzy_toolbox.training.training_algorithms.Double_optimizer_training_algorithm method) (neuro_fuzzy_toolbox.training.training_algorithms.Hybrid_learning_algorithm method) __init__() (neuro_fuzzy_toolbox.layers.consequent_layer.alt_ConsequentLayer method) (neuro_fuzzy_toolbox.layers.consequent_layer.ConsequentLayer method) (neuro_fuzzy_toolbox.layers.firing_levels_layers.FiringLevelsLayer method) (neuro_fuzzy_toolbox.layers.firing_levels_layers.h_FiringLevelsLayer method) (neuro_fuzzy_toolbox.layers.firing_levels_layers.NormalizationLayer method) (neuro_fuzzy_toolbox.layers.firing_levels_layers.rule_reduced_FiringLevelsLayer method) (neuro_fuzzy_toolbox.layers.fuzzification_layer.FuzzificationLayer method) (neuro_fuzzy_toolbox.layers.fuzzification_layer.h_FuzzificationLayer method) (neuro_fuzzy_toolbox.layers.fuzzification_layer.rule_reduced_FuzzificationLayer method) (neuro_fuzzy_toolbox.layers.output_layer.OutputLayer method) (neuro_fuzzy_toolbox.models.anfis.ANFIS method) (neuro_fuzzy_toolbox.models.anfis.h_ANFIS method) (neuro_fuzzy_toolbox.models.anfis.rule_reduced_ANFIS method) (neuro_fuzzy_toolbox.rule_analyzer.rule_analyzer.RulesAnalyzer method) (neuro_fuzzy_toolbox.training.early_stopping.EarlyStopping method) (neuro_fuzzy_toolbox.training.sonfis.SONFIS method) (neuro_fuzzy_toolbox.training.training_algorithms.Basic_optimizer_training_algorithm method) (neuro_fuzzy_toolbox.training.training_algorithms.Double_optimizer_training_algorithm method) (neuro_fuzzy_toolbox.training.training_algorithms.Hybrid_learning_algorithm method)

A

add_rules() (neuro_fuzzy_toolbox.models.anfis.rule_reduced_ANFIS method)

alt_ConsequentLayer (class in neuro_fuzzy_toolbox.layers.consequent_layer) ANFIS (class in neuro_fuzzy_toolbox.models.anfis)

B

base_ANFIS (class in neuro_fuzzy_toolbox.models.anfis)

base_model_trainer (class in neuro_fuzzy_toolbox.training.training_algorithms) Basic_optimizer_training_algorithm (class in neuro_fuzzy_toolbox.training.training_algorithms)

C

classes (neuro_fuzzy_toolbox.models.anfis.ANFIS property) (neuro_fuzzy_toolbox.models.anfis.base_ANFIS property) (neuro_fuzzy_toolbox.models.anfis.h_ANFIS property) (neuro_fuzzy_toolbox.models.anfis.rule_reduced_ANFIS property)

classical_consequents_estimation_with_OLS() (in module neuro_fuzzy_toolbox.training.update_strategies) ConsequentLayer (class in neuro_fuzzy_toolbox.layers.consequent_layer)

D

Double_optimizer_training_algorithm (class in neuro_fuzzy_toolbox.training.training_algorithms)

E

EarlyStopping (class in neuro_fuzzy_toolbox.training.early_stopping)

explain_prediction() (neuro_fuzzy_toolbox.rule_analyzer.rule_analyzer.RulesAnalyzer method)

F

FiringLevelsLayer (class in neuro_fuzzy_toolbox.layers.firing_levels_layers) forward() (neuro_fuzzy_toolbox.func.consequent.Linear_CF method) (neuro_fuzzy_toolbox.func.membership.Gaussian_MF method) (neuro_fuzzy_toolbox.func.membership.GeneralizedBell_MF method) (neuro_fuzzy_toolbox.func.membership.HighSlopeBell_MF method) (neuro_fuzzy_toolbox.layers.consequent_layer.alt_ConsequentLayer method) (neuro_fuzzy_toolbox.layers.consequent_layer.ConsequentLayer method) (neuro_fuzzy_toolbox.layers.firing_levels_layers.FiringLevelsLayer method) (neuro_fuzzy_toolbox.layers.firing_levels_layers.h_FiringLevelsLayer method) (neuro_fuzzy_toolbox.layers.firing_levels_layers.NormalizationLayer method) (neuro_fuzzy_toolbox.layers.firing_levels_layers.rule_reduced_FiringLevelsLayer method) (neuro_fuzzy_toolbox.layers.fuzzification_layer.FuzzificationLayer method) (neuro_fuzzy_toolbox.layers.fuzzification_layer.h_FuzzificationLayer method) (neuro_fuzzy_toolbox.layers.fuzzification_layer.rule_reduced_FuzzificationLayer method) (neuro_fuzzy_toolbox.layers.output_layer.OutputLayer method) (neuro_fuzzy_toolbox.models.anfis.ANFIS method) (neuro_fuzzy_toolbox.models.anfis.base_ANFIS method) (neuro_fuzzy_toolbox.models.anfis.h_ANFIS method) (neuro_fuzzy_toolbox.models.anfis.rule_reduced_ANFIS method)

FuzzificationLayer (class in neuro_fuzzy_toolbox.layers.fuzzification_layer)

G

Gaussian_MF (class in neuro_fuzzy_toolbox.func.membership) general_initialize_premises() (neuro_fuzzy_toolbox.func.membership.Gaussian_MF method) (neuro_fuzzy_toolbox.func.membership.GeneralizedBell_MF method) (neuro_fuzzy_toolbox.func.membership.HighSlopeBell_MF method) GeneralizedBell_MF (class in neuro_fuzzy_toolbox.func.membership) get_all_consequents_outputs() (neuro_fuzzy_toolbox.models.anfis.ANFIS method) (neuro_fuzzy_toolbox.models.anfis.base_ANFIS method) (neuro_fuzzy_toolbox.models.anfis.h_ANFIS method) (neuro_fuzzy_toolbox.models.anfis.rule_reduced_ANFIS method) get_consequents() (neuro_fuzzy_toolbox.layers.consequent_layer.alt_ConsequentLayer method) (neuro_fuzzy_toolbox.layers.consequent_layer.ConsequentLayer method) (neuro_fuzzy_toolbox.models.anfis.ANFIS method) (neuro_fuzzy_toolbox.models.anfis.base_ANFIS method) (neuro_fuzzy_toolbox.models.anfis.h_ANFIS method) (neuro_fuzzy_toolbox.models.anfis.rule_reduced_ANFIS method) get_consequents_as_parameters_list() (neuro_fuzzy_toolbox.layers.consequent_layer.alt_ConsequentLayer method) (neuro_fuzzy_toolbox.layers.consequent_layer.ConsequentLayer method) (neuro_fuzzy_toolbox.models.anfis.ANFIS method) (neuro_fuzzy_toolbox.models.anfis.base_ANFIS method) (neuro_fuzzy_toolbox.models.anfis.h_ANFIS method) (neuro_fuzzy_toolbox.models.anfis.rule_reduced_ANFIS method) get_consequents_outputs() (neuro_fuzzy_toolbox.func.consequent.Linear_CF method) (neuro_fuzzy_toolbox.layers.consequent_layer.alt_ConsequentLayer method) (neuro_fuzzy_toolbox.layers.consequent_layer.ConsequentLayer method) get_consequents_structure (neuro_fuzzy_toolbox.layers.consequent_layer.alt_ConsequentLayer property) (neuro_fuzzy_toolbox.layers.consequent_layer.ConsequentLayer property) get_consequents_structure() (neuro_fuzzy_toolbox.models.anfis.ANFIS method) (neuro_fuzzy_toolbox.models.anfis.base_ANFIS method) (neuro_fuzzy_toolbox.models.anfis.h_ANFIS method) (neuro_fuzzy_toolbox.models.anfis.rule_reduced_ANFIS method)

get_firing_levels() (neuro_fuzzy_toolbox.models.anfis.ANFIS method) (neuro_fuzzy_toolbox.models.anfis.base_ANFIS method) (neuro_fuzzy_toolbox.models.anfis.h_ANFIS method) (neuro_fuzzy_toolbox.models.anfis.rule_reduced_ANFIS method) get_premises() (neuro_fuzzy_toolbox.layers.fuzzification_layer.FuzzificationLayer method) (neuro_fuzzy_toolbox.layers.fuzzification_layer.h_FuzzificationLayer method) (neuro_fuzzy_toolbox.layers.fuzzification_layer.rule_reduced_FuzzificationLayer method) (neuro_fuzzy_toolbox.models.anfis.ANFIS method) (neuro_fuzzy_toolbox.models.anfis.base_ANFIS method) (neuro_fuzzy_toolbox.models.anfis.h_ANFIS method) (neuro_fuzzy_toolbox.models.anfis.rule_reduced_ANFIS method) get_premises_as_parameters_list() (neuro_fuzzy_toolbox.layers.fuzzification_layer.FuzzificationLayer method) (neuro_fuzzy_toolbox.layers.fuzzification_layer.h_FuzzificationLayer method) (neuro_fuzzy_toolbox.layers.fuzzification_layer.rule_reduced_FuzzificationLayer method) (neuro_fuzzy_toolbox.models.anfis.ANFIS method) (neuro_fuzzy_toolbox.models.anfis.base_ANFIS method) (neuro_fuzzy_toolbox.models.anfis.h_ANFIS method) (neuro_fuzzy_toolbox.models.anfis.rule_reduced_ANFIS method) get_premises_structure (neuro_fuzzy_toolbox.layers.fuzzification_layer.FuzzificationLayer property) (neuro_fuzzy_toolbox.layers.fuzzification_layer.h_FuzzificationLayer property) (neuro_fuzzy_toolbox.layers.fuzzification_layer.rule_reduced_FuzzificationLayer property) get_premises_structure() (neuro_fuzzy_toolbox.models.anfis.ANFIS method) (neuro_fuzzy_toolbox.models.anfis.base_ANFIS method) (neuro_fuzzy_toolbox.models.anfis.h_ANFIS method) (neuro_fuzzy_toolbox.models.anfis.rule_reduced_ANFIS method) get_rules_structure() (neuro_fuzzy_toolbox.models.anfis.ANFIS method) (neuro_fuzzy_toolbox.models.anfis.h_ANFIS method) (neuro_fuzzy_toolbox.models.anfis.rule_reduced_ANFIS method)

H

h_ANFIS (class in neuro_fuzzy_toolbox.models.anfis) h_FiringLevelsLayer (class in neuro_fuzzy_toolbox.layers.firing_levels_layers)

h_FuzzificationLayer (class in neuro_fuzzy_toolbox.layers.fuzzification_layer) HighSlopeBell_MF (class in neuro_fuzzy_toolbox.func.membership) Hybrid_learning_algorithm (class in neuro_fuzzy_toolbox.training.training_algorithms)

I

init_consequents() (neuro_fuzzy_toolbox.models.anfis.ANFIS method) (neuro_fuzzy_toolbox.models.anfis.base_ANFIS method) (neuro_fuzzy_toolbox.models.anfis.h_ANFIS method) (neuro_fuzzy_toolbox.models.anfis.rule_reduced_ANFIS method) init_premises() (neuro_fuzzy_toolbox.layers.fuzzification_layer.FuzzificationLayer method) (neuro_fuzzy_toolbox.layers.fuzzification_layer.h_FuzzificationLayer method) (neuro_fuzzy_toolbox.layers.fuzzification_layer.rule_reduced_FuzzificationLayer method) (neuro_fuzzy_toolbox.models.anfis.ANFIS method) (neuro_fuzzy_toolbox.models.anfis.base_ANFIS method) (neuro_fuzzy_toolbox.models.anfis.h_ANFIS method) (neuro_fuzzy_toolbox.models.anfis.rule_reduced_ANFIS method)

initialize_premises() (neuro_fuzzy_toolbox.func.membership.Gaussian_MF method) (neuro_fuzzy_toolbox.func.membership.GeneralizedBell_MF method) (neuro_fuzzy_toolbox.func.membership.HighSlopeBell_MF method)

L

layers_outputs() (neuro_fuzzy_toolbox.rule_analyzer.rule_analyzer.RulesAnalyzer method) Linear_CF (class in neuro_fuzzy_toolbox.func.consequent)

load_state_dict() (neuro_fuzzy_toolbox.models.anfis.ANFIS method) (neuro_fuzzy_toolbox.models.anfis.h_ANFIS method) (neuro_fuzzy_toolbox.models.anfis.rule_reduced_ANFIS method)

M

module neuro_fuzzy_toolbox.layers.consequent_layer neuro_fuzzy_toolbox.layers.firing_levels_layers neuro_fuzzy_toolbox.layers.fuzzification_layer neuro_fuzzy_toolbox.layers.output_layer neuro_fuzzy_toolbox.training.early_stopping

N

neuro_fuzzy_toolbox.layers.consequent_layer module neuro_fuzzy_toolbox.layers.firing_levels_layers module neuro_fuzzy_toolbox.layers.fuzzification_layer module neuro_fuzzy_toolbox.layers.output_layer module neuro_fuzzy_toolbox.training.early_stopping module

NormalizationLayer (class in neuro_fuzzy_toolbox.layers.firing_levels_layers) num_mfs (neuro_fuzzy_toolbox.layers.fuzzification_layer.FuzzificationLayer property) (neuro_fuzzy_toolbox.layers.fuzzification_layer.h_FuzzificationLayer property) (neuro_fuzzy_toolbox.layers.fuzzification_layer.rule_reduced_FuzzificationLayer property) (neuro_fuzzy_toolbox.models.anfis.ANFIS property) (neuro_fuzzy_toolbox.models.anfis.base_ANFIS property) (neuro_fuzzy_toolbox.models.anfis.h_ANFIS property) (neuro_fuzzy_toolbox.models.anfis.rule_reduced_ANFIS property)

O

optimizer_training_epoch() (in module neuro_fuzzy_toolbox.training.update_strategies) OutputLayer (class in neuro_fuzzy_toolbox.layers.output_layer) outputs (neuro_fuzzy_toolbox.models.anfis.ANFIS property) (neuro_fuzzy_toolbox.models.anfis.base_ANFIS property) (neuro_fuzzy_toolbox.models.anfis.h_ANFIS property) (neuro_fuzzy_toolbox.models.anfis.rule_reduced_ANFIS property)

P

plot_premises() (neuro_fuzzy_toolbox.layers.fuzzification_layer.FuzzificationLayer method) (neuro_fuzzy_toolbox.layers.fuzzification_layer.h_FuzzificationLayer method) (neuro_fuzzy_toolbox.layers.fuzzification_layer.rule_reduced_FuzzificationLayer method) (neuro_fuzzy_toolbox.models.anfis.ANFIS method) (neuro_fuzzy_toolbox.models.anfis.base_ANFIS method) (neuro_fuzzy_toolbox.models.anfis.h_ANFIS method) (neuro_fuzzy_toolbox.models.anfis.rule_reduced_ANFIS method)

predict() (neuro_fuzzy_toolbox.models.anfis.ANFIS method) (neuro_fuzzy_toolbox.models.anfis.base_ANFIS method) (neuro_fuzzy_toolbox.models.anfis.h_ANFIS method) (neuro_fuzzy_toolbox.models.anfis.rule_reduced_ANFIS method)

R

random_consequents() (neuro_fuzzy_toolbox.func.consequent.Linear_CF method) random_premises() (neuro_fuzzy_toolbox.func.membership.Gaussian_MF method) (neuro_fuzzy_toolbox.func.membership.GeneralizedBell_MF method) (neuro_fuzzy_toolbox.func.membership.HighSlopeBell_MF method) random_single_feature_mfs() (neuro_fuzzy_toolbox.func.membership.Gaussian_MF method) (neuro_fuzzy_toolbox.func.membership.GeneralizedBell_MF method) (neuro_fuzzy_toolbox.func.membership.HighSlopeBell_MF method) remove_rules() (neuro_fuzzy_toolbox.models.anfis.rule_reduced_ANFIS method)

reset() (neuro_fuzzy_toolbox.training.early_stopping.EarlyStopping method) rule_reduced_ANFIS (class in neuro_fuzzy_toolbox.models.anfis) rule_reduced_FiringLevelsLayer (class in neuro_fuzzy_toolbox.layers.firing_levels_layers) rule_reduced_FuzzificationLayer (class in neuro_fuzzy_toolbox.layers.fuzzification_layer) rules (neuro_fuzzy_toolbox.models.anfis.ANFIS property) (neuro_fuzzy_toolbox.models.anfis.base_ANFIS property) (neuro_fuzzy_toolbox.models.anfis.h_ANFIS property) (neuro_fuzzy_toolbox.models.anfis.rule_reduced_ANFIS property) RulesAnalyzer (class in neuro_fuzzy_toolbox.rule_analyzer.rule_analyzer)

S

set_consequents() (neuro_fuzzy_toolbox.layers.consequent_layer.alt_ConsequentLayer method) (neuro_fuzzy_toolbox.layers.consequent_layer.ConsequentLayer method) (neuro_fuzzy_toolbox.models.anfis.ANFIS method) (neuro_fuzzy_toolbox.models.anfis.base_ANFIS method) (neuro_fuzzy_toolbox.models.anfis.h_ANFIS method) (neuro_fuzzy_toolbox.models.anfis.rule_reduced_ANFIS method) set_custom_classes_ids() (neuro_fuzzy_toolbox.models.anfis.ANFIS method) (neuro_fuzzy_toolbox.models.anfis.base_ANFIS method) (neuro_fuzzy_toolbox.models.anfis.h_ANFIS method) (neuro_fuzzy_toolbox.models.anfis.rule_reduced_ANFIS method)

set_premises() (neuro_fuzzy_toolbox.layers.fuzzification_layer.FuzzificationLayer method) (neuro_fuzzy_toolbox.layers.fuzzification_layer.h_FuzzificationLayer method) (neuro_fuzzy_toolbox.layers.fuzzification_layer.rule_reduced_FuzzificationLayer method) (neuro_fuzzy_toolbox.models.anfis.ANFIS method) (neuro_fuzzy_toolbox.models.anfis.base_ANFIS method) (neuro_fuzzy_toolbox.models.anfis.h_ANFIS method) (neuro_fuzzy_toolbox.models.anfis.rule_reduced_ANFIS method) show_fuzzy_sets() (neuro_fuzzy_toolbox.rule_analyzer.rule_analyzer.RulesAnalyzer method) show_top_fuzzy_sets() (neuro_fuzzy_toolbox.rule_analyzer.rule_analyzer.RulesAnalyzer method) SONFIS (class in neuro_fuzzy_toolbox.training.sonfis) stop (neuro_fuzzy_toolbox.training.early_stopping.EarlyStopping property)

T

top_activated_rules() (neuro_fuzzy_toolbox.rule_analyzer.rule_analyzer.RulesAnalyzer method)