Index

_

__init__() (evorbf.core.advanced_rbf.AdvancedRbfClassifier method) (evorbf.core.advanced_rbf.AdvancedRbfNet method) (evorbf.core.advanced_rbf.AdvancedRbfRegressor method) (evorbf.core.advanced_rbf.BaseAdvancedRbf method)

_set_optim() (evorbf.core.rbf_tuner.NiaRbfTuner method)

A

AdvancedRbfClassifier (class in evorbf.core.advanced_rbf)

AdvancedRbfNet (class in evorbf.core.advanced_rbf) AdvancedRbfRegressor (class in evorbf.core.advanced_rbf)

B

BaseAdvancedRbf (class in evorbf.core.advanced_rbf) BaseNiaRbf (class in evorbf.core.base_rbf) BaseRbf (class in evorbf.core.base_rbf) best_estimator (evorbf.core.rbf_tuner.NiaRbfTuner attribute)

best_params (evorbf.core.rbf_tuner.NiaRbfTuner attribute) bias (evorbf.core.advanced_rbf.AdvancedRbfNet attribute) bounds (evorbf.core.rbf_tuner.NiaRbfTuner attribute) BoxCoxScaler (class in evorbf.helpers.scaler)

C

calculate_centers() (evorbf.core.base_rbf.CustomRBF static method) calculate_rbf() (evorbf.core.base_rbf.CustomRBF static method) categories_ (evorbf.helpers.scaler.OneHotEncoder attribute) CenterFinder (class in evorbf.helpers.center_finder) centers (evorbf.core.advanced_rbf.AdvancedRbfNet attribute) check_bool() (in module evorbf.helpers.validator) check_float() (in module evorbf.helpers.validator) check_int() (in module evorbf.helpers.validator) check_reg_lambda() (evorbf.core.base_rbf.CustomRBF method) check_str() (in module evorbf.helpers.validator) check_tuple_float() (in module evorbf.helpers.validator) check_tuple_int() (in module evorbf.helpers.validator) check_y() (evorbf.helpers.preprocessor.Data static method) CLS_OBJ_LOSSES (evorbf.core.advanced_rbf.AdvancedRbfClassifier attribute), [1] (evorbf.core.advanced_rbf.BaseAdvancedRbf attribute), [1] (evorbf.core.base_rbf.BaseRbf attribute) (evorbf.core.nia_rbf.NiaRbfClassifier attribute) (evorbf.core.standard_rbf.RbfClassifier attribute)

compute() (evorbf.helpers.kernel.GaussianKernel method) (evorbf.helpers.kernel.InverseMultiquadricKernel method) (evorbf.helpers.kernel.Kernel method) (evorbf.helpers.kernel.LinearKernel method) (evorbf.helpers.kernel.MultiquadricKernel method) create_network() (evorbf.core.base_rbf.BaseRbf method) (evorbf.core.nia_rbf.NiaRbfClassifier method) (evorbf.core.nia_rbf.NiaRbfRegressor method), [1] (evorbf.core.standard_rbf.RbfClassifier method) (evorbf.core.standard_rbf.RbfRegressor method) create_threshold_binary_features() (evorbf.helpers.preprocessor.FeatureEngineering method) CustomRBF (class in evorbf.core.base_rbf) cv (evorbf.core.rbf_tuner.HyperparameterProblem attribute) (evorbf.core.rbf_tuner.NiaRbfTuner attribute)

D

Data (class in evorbf.helpers.preprocessor) DataTransformer (class in evorbf.helpers.scaler)

DbscanFinder (class in evorbf.helpers.center_finder) difference() (evorbf.helpers.preprocessor.TimeSeriesDifferencer method)

E

encode_label() (evorbf.helpers.preprocessor.Data static method) evaluate() (evorbf.core.advanced_rbf.AdvancedRbfClassifier method), [1] (evorbf.core.advanced_rbf.AdvancedRbfRegressor method), [1] (evorbf.core.advanced_rbf.BaseAdvancedRbf method), [1] (evorbf.core.base_rbf.BaseRbf method) (evorbf.core.nia_rbf.NiaRbfClassifier method) (evorbf.core.nia_rbf.NiaRbfRegressor method), [1] (evorbf.core.standard_rbf.RbfClassifier method) (evorbf.core.standard_rbf.RbfRegressor method) evorbf.core.advanced_rbf module evorbf.core.base_rbf module evorbf.core.nia_rbf module

evorbf.core.rbf_tuner module evorbf.core.standard_rbf module evorbf.helpers.center_finder module evorbf.helpers.kernel module evorbf.helpers.metrics module evorbf.helpers.preprocessor module evorbf.helpers.scaler module evorbf.helpers.validator module

F

FeatureEngineering (class in evorbf.helpers.preprocessor) find_centers() (evorbf.helpers.center_finder.CenterFinder method) (evorbf.helpers.center_finder.DbscanFinder method) (evorbf.helpers.center_finder.KMeansFinder method) (evorbf.helpers.center_finder.MeanShiftFinder method) (evorbf.helpers.center_finder.RandomFinder method) fit() (evorbf.core.advanced_rbf.AdvancedRbfClassifier method), [1] (evorbf.core.advanced_rbf.AdvancedRbfNet method), [1] (evorbf.core.advanced_rbf.AdvancedRbfRegressor method), [1] (evorbf.core.advanced_rbf.BaseAdvancedRbf method), [1] (evorbf.core.base_rbf.BaseNiaRbf method) (evorbf.core.base_rbf.BaseRbf method) (evorbf.core.base_rbf.CustomRBF method) (evorbf.core.nia_rbf.NiaRbfRegressor method) (evorbf.core.rbf_tuner.NiaRbfTuner method), [1] (evorbf.helpers.preprocessor.LabelEncoder method) (evorbf.helpers.scaler.BoxCoxScaler method) (evorbf.helpers.scaler.DataTransformer method) (evorbf.helpers.scaler.Log1pScaler method) (evorbf.helpers.scaler.LogeScaler method) (evorbf.helpers.scaler.OneHotEncoder method) (evorbf.helpers.scaler.SinhArcSinhScaler method) (evorbf.helpers.scaler.SqrtScaler method) (evorbf.helpers.scaler.YeoJohnsonScaler method)

fit_transform() (evorbf.helpers.preprocessor.LabelEncoder method) (evorbf.helpers.scaler.OneHotEncoder method)

G

GaussianKernel (class in evorbf.helpers.kernel) get_all_classification_metrics() (in module evorbf.helpers.metrics) get_all_regression_metrics() (in module evorbf.helpers.metrics) get_metric_sklearn() (in module evorbf.helpers.metrics)

get_metrics() (in module evorbf.helpers.metrics) get_params() (evorbf.helpers.kernel.Kernel method) get_weights() (evorbf.core.base_rbf.CustomRBF method) get_weights_size() (evorbf.core.base_rbf.CustomRBF method)

H

has_bias (evorbf.core.advanced_rbf.AdvancedRbfNet attribute)

HyperparameterProblem (class in evorbf.core.rbf_tuner)

I

inverse_difference() (evorbf.helpers.preprocessor.TimeSeriesDifferencer method) inverse_transform() (evorbf.helpers.preprocessor.LabelEncoder method) (evorbf.helpers.scaler.BoxCoxScaler method) (evorbf.helpers.scaler.DataTransformer method) (evorbf.helpers.scaler.Log1pScaler method) (evorbf.helpers.scaler.LogeScaler method) (evorbf.helpers.scaler.ObjectiveScaler method) (evorbf.helpers.scaler.OneHotEncoder method) (evorbf.helpers.scaler.SinhArcSinhScaler method) (evorbf.helpers.scaler.SqrtScaler method) (evorbf.helpers.scaler.YeoJohnsonScaler method)

InverseMultiquadricKernel (class in evorbf.helpers.kernel) is_in_bound() (in module evorbf.helpers.validator) is_str_in_list() (in module evorbf.helpers.validator)

K

Kernel (class in evorbf.helpers.kernel)

kf (evorbf.core.rbf_tuner.HyperparameterProblem attribute) KMeansFinder (class in evorbf.helpers.center_finder)

L

LabelEncoder (class in evorbf.helpers.preprocessor) LinearKernel (class in evorbf.helpers.kernel) load_model() (evorbf.core.advanced_rbf.BaseAdvancedRbf method) (evorbf.core.advanced_rbf.BaseAdvancedRbf static method) (evorbf.core.base_rbf.BaseRbf static method) (evorbf.core.rbf_tuner.NiaRbfTuner static method)

Log1pScaler (class in evorbf.helpers.scaler) LogeScaler (class in evorbf.helpers.scaler) loss_train (evorbf.core.rbf_tuner.NiaRbfTuner attribute)

M

MeanShiftFinder (class in evorbf.helpers.center_finder) metric_class (evorbf.core.rbf_tuner.HyperparameterProblem attribute) (evorbf.core.rbf_tuner.NiaRbfTuner attribute) minmax (evorbf.core.rbf_tuner.NiaRbfTuner attribute) mode (evorbf.core.rbf_tuner.NiaRbfTuner attribute) model (evorbf.core.rbf_tuner.HyperparameterProblem attribute) model_class (evorbf.core.rbf_tuner.HyperparameterProblem attribute) module evorbf.core.advanced_rbf evorbf.core.base_rbf evorbf.core.nia_rbf evorbf.core.rbf_tuner evorbf.core.standard_rbf evorbf.helpers.center_finder evorbf.helpers.kernel evorbf.helpers.metrics evorbf.helpers.preprocessor evorbf.helpers.scaler evorbf.helpers.validator

MultiquadricKernel (class in evorbf.helpers.kernel)

N

n_centers (evorbf.core.advanced_rbf.AdvancedRbfNet attribute) n_labels (evorbf.core.advanced_rbf.AdvancedRbfClassifier attribute) (evorbf.core.standard_rbf.RbfClassifier attribute) n_workers (evorbf.core.rbf_tuner.NiaRbfTuner attribute)

network (evorbf.core.nia_rbf.NiaRbfRegressor attribute) network_class (evorbf.core.rbf_tuner.NiaRbfTuner attribute) NiaRbfClassifier (class in evorbf.core.nia_rbf) NiaRbfRegressor (class in evorbf.core.nia_rbf) NiaRbfTuner (class in evorbf.core.rbf_tuner)

O

obj_func() (evorbf.core.rbf_tuner.HyperparameterProblem method), [1] obj_name (evorbf.core.rbf_tuner.HyperparameterProblem attribute) obj_weights (evorbf.core.nia_rbf.NiaRbfRegressor attribute) objective_function() (evorbf.core.base_rbf.BaseNiaRbf method) (evorbf.core.nia_rbf.NiaRbfClassifier method) (evorbf.core.nia_rbf.NiaRbfRegressor method), [1]

ObjectiveScaler (class in evorbf.helpers.scaler) OneHotEncoder (class in evorbf.helpers.scaler) optim_params (evorbf.core.rbf_tuner.NiaRbfTuner attribute) optimizer (evorbf.core.rbf_tuner.NiaRbfTuner attribute)

P

predict() (evorbf.core.advanced_rbf.AdvancedRbfNet method), [1] (evorbf.core.advanced_rbf.BaseAdvancedRbf method), [1] (evorbf.core.base_rbf.BaseRbf method) (evorbf.core.base_rbf.CustomRBF method) (evorbf.core.nia_rbf.NiaRbfRegressor method) (evorbf.core.rbf_tuner.NiaRbfTuner method), [1]

predict_proba() (evorbf.core.advanced_rbf.BaseAdvancedRbf method), [1] (evorbf.core.base_rbf.BaseRbf method) problem_type (evorbf.core.rbf_tuner.NiaRbfTuner attribute)

R

RandomFinder (class in evorbf.helpers.center_finder) RbfClassifier (class in evorbf.core.standard_rbf)

RbfRegressor (class in evorbf.core.standard_rbf) reg_lambda (evorbf.core.advanced_rbf.AdvancedRbfNet attribute)

S

save_convergence() (evorbf.core.rbf_tuner.NiaRbfTuner method) save_loss_train() (evorbf.core.advanced_rbf.BaseAdvancedRbf method), [1] (evorbf.core.base_rbf.BaseRbf method) save_metrics() (evorbf.core.advanced_rbf.BaseAdvancedRbf method), [1] (evorbf.core.base_rbf.BaseRbf method) save_model() (evorbf.core.advanced_rbf.BaseAdvancedRbf method), [1] (evorbf.core.base_rbf.BaseRbf method) (evorbf.core.rbf_tuner.NiaRbfTuner method) save_performance_metrics() (evorbf.core.rbf_tuner.NiaRbfTuner method) save_y_predicted() (evorbf.core.advanced_rbf.BaseAdvancedRbf method), [1] (evorbf.core.base_rbf.BaseRbf method) (evorbf.core.rbf_tuner.NiaRbfTuner method) scale() (evorbf.helpers.preprocessor.Data static method) score() (evorbf.core.advanced_rbf.AdvancedRbfClassifier method), [1] (evorbf.core.advanced_rbf.AdvancedRbfRegressor method), [1] (evorbf.core.advanced_rbf.BaseAdvancedRbf method), [1] (evorbf.core.base_rbf.BaseRbf method) (evorbf.core.nia_rbf.NiaRbfClassifier method) (evorbf.core.nia_rbf.NiaRbfRegressor method), [1] (evorbf.core.standard_rbf.RbfClassifier method) (evorbf.core.standard_rbf.RbfRegressor method) scores() (evorbf.core.advanced_rbf.AdvancedRbfClassifier method), [1] (evorbf.core.advanced_rbf.AdvancedRbfRegressor method), [1] (evorbf.core.advanced_rbf.BaseAdvancedRbf method), [1] (evorbf.core.base_rbf.BaseRbf method) (evorbf.core.nia_rbf.NiaRbfClassifier method) (evorbf.core.nia_rbf.NiaRbfRegressor method), [1] (evorbf.core.standard_rbf.RbfClassifier method) (evorbf.core.standard_rbf.RbfRegressor method)

scoring (evorbf.core.rbf_tuner.NiaRbfTuner attribute) seed (evorbf.core.advanced_rbf.AdvancedRbfNet attribute) (evorbf.core.rbf_tuner.HyperparameterProblem attribute) (evorbf.core.rbf_tuner.NiaRbfTuner attribute) set_params() (evorbf.helpers.kernel.Kernel method) set_reg_lambda() (evorbf.core.base_rbf.CustomRBF method) set_train_test() (evorbf.helpers.preprocessor.Data method) set_weights() (evorbf.core.base_rbf.CustomRBF method) sigmas (evorbf.core.advanced_rbf.AdvancedRbfNet attribute) SinhArcSinhScaler (class in evorbf.helpers.scaler) split_train_test() (evorbf.helpers.preprocessor.Data method) SqrtScaler (class in evorbf.helpers.scaler) SUPPORT (evorbf.helpers.preprocessor.Data attribute) SUPPORT_CENTER_FINDERS (evorbf.core.advanced_rbf.AdvancedRbfNet attribute), [1] SUPPORT_KERNELS (evorbf.core.advanced_rbf.AdvancedRbfNet attribute), [1] SUPPORTED_CLS_METRICS (evorbf.core.advanced_rbf.BaseAdvancedRbf attribute), [1] (evorbf.core.base_rbf.BaseRbf attribute) (evorbf.core.rbf_tuner.NiaRbfTuner attribute), [1] SUPPORTED_CLS_OBJECTIVES (evorbf.core.base_rbf.BaseNiaRbf attribute) SUPPORTED_OPTIMIZERS (evorbf.core.base_rbf.BaseNiaRbf attribute) SUPPORTED_REG_METRICS (evorbf.core.advanced_rbf.BaseAdvancedRbf attribute), [1] (evorbf.core.base_rbf.BaseRbf attribute) (evorbf.core.rbf_tuner.NiaRbfTuner attribute), [1] SUPPORTED_REG_OBJECTIVES (evorbf.core.base_rbf.BaseNiaRbf attribute) SUPPORTED_SCALERS (evorbf.helpers.scaler.DataTransformer attribute)

T

termination (evorbf.core.rbf_tuner.NiaRbfTuner attribute) TimeSeriesDifferencer (class in evorbf.helpers.preprocessor) transform() (evorbf.helpers.preprocessor.LabelEncoder method) (evorbf.helpers.scaler.BoxCoxScaler method) (evorbf.helpers.scaler.DataTransformer method) (evorbf.helpers.scaler.Log1pScaler method) (evorbf.helpers.scaler.LogeScaler method) (evorbf.helpers.scaler.ObjectiveScaler method) (evorbf.helpers.scaler.OneHotEncoder method) (evorbf.helpers.scaler.SinhArcSinhScaler method) (evorbf.helpers.scaler.SqrtScaler method) (evorbf.helpers.scaler.YeoJohnsonScaler method)

transform_X() (evorbf.core.base_rbf.CustomRBF method)

U

update_weights_from_solution() (evorbf.core.base_rbf.CustomRBF method)

V

verbose (evorbf.core.rbf_tuner.NiaRbfTuner attribute)

W

weights (evorbf.core.advanced_rbf.AdvancedRbfNet attribute)

X

X (evorbf.core.rbf_tuner.HyperparameterProblem attribute)

X_temp (evorbf.core.nia_rbf.NiaRbfRegressor attribute)

Y

y (evorbf.core.rbf_tuner.HyperparameterProblem attribute)

y_temp (evorbf.core.nia_rbf.NiaRbfRegressor attribute) YeoJohnsonScaler (class in evorbf.helpers.scaler)