Index

_

_fit() (xanfis.models.base_anfis.BaseBioAnfis method) _get_strength (xanfis.models.base_anfis.CustomANFIS attribute)

_set_lb_ub() (xanfis.models.base_anfis.BaseBioAnfis method) _set_optimizer() (xanfis.models.base_anfis.BaseBioAnfis method)

A

a (xanfis.helpers.membership_family.GBellMembership attribute) (xanfis.helpers.membership_family.LinearMembership attribute) (xanfis.helpers.membership_family.PiShapedMembership attribute) (xanfis.helpers.membership_family.SShapedMembership attribute) (xanfis.helpers.membership_family.ZShapedMembership attribute)

act_output_ (xanfis.models.base_anfis.CustomANFIS attribute) AnfisClassifier (class in xanfis.models.classic_anfis) AnfisRegressor (class in xanfis.models.classic_anfis)

B

b (xanfis.helpers.membership_family.GBellMembership attribute) (xanfis.helpers.membership_family.LinearMembership attribute) (xanfis.helpers.membership_family.PiShapedMembership attribute) (xanfis.helpers.membership_family.SShapedMembership attribute) (xanfis.helpers.membership_family.ZShapedMembership attribute) BaseAnfis (class in xanfis.models.base_anfis) BaseBioAnfis (class in xanfis.models.base_anfis) BaseClassicAnfis (class in xanfis.models.base_anfis)

BaseGdAnfis (class in xanfis.models.base_anfis) BaseMembership (class in xanfis.helpers.membership_family) batch_size (xanfis.models.base_anfis.BaseGdAnfis attribute) BioAnfisClassifier (class in xanfis.models.bio_anfis) BioAnfisRegressor (class in xanfis.models.bio_anfis) BoxCoxScaler (class in xanfis.helpers.scaler_util) build_model() (xanfis.models.base_anfis.BaseBioAnfis method), [1] (xanfis.models.base_anfis.BaseClassicAnfis method) (xanfis.models.base_anfis.BaseGdAnfis method)

C

c (xanfis.helpers.membership_family.GBellMembership attribute) (xanfis.helpers.membership_family.PiShapedMembership attribute) check_bool() (in module xanfis.helpers.validator) check_float() (in module xanfis.helpers.validator) check_int() (in module xanfis.helpers.validator) check_str() (in module xanfis.helpers.validator) check_tuple_float() (in module xanfis.helpers.validator) check_tuple_int() (in module xanfis.helpers.validator) check_y() (xanfis.helpers.preprocessor.Data static method) (xanfis.helpers.preprocessor.LabelEncoder static method)

classes_ (xanfis.models.bio_anfis.BioAnfisClassifier attribute) (xanfis.models.classic_anfis.AnfisClassifier attribute) (xanfis.models.gd_anfis.GdAnfisClassifier attribute) coeffs (xanfis.models.base_anfis.CustomANFIS attribute) create_threshold_binary_features() (xanfis.helpers.preprocessor.FeatureEngineering method) criterion (xanfis.models.base_anfis.BaseClassicAnfis attribute) (xanfis.models.base_anfis.BaseGdAnfis attribute) CustomANFIS (class in xanfis.models.base_anfis)

D

d (xanfis.helpers.membership_family.PiShapedMembership attribute) Data (class in xanfis.helpers.preprocessor)

DataTransformer (class in xanfis.helpers.scaler_util) difference() (xanfis.helpers.preprocessor.TimeSeriesDifferencer method)

E

early_stop() (xanfis.models.base_anfis.EarlyStopper method) early_stopper (xanfis.models.base_anfis.BaseClassicAnfis attribute) (xanfis.models.base_anfis.BaseGdAnfis attribute) early_stopping (xanfis.models.base_anfis.BaseGdAnfis attribute) EarlyStopper (class in xanfis.models.base_anfis) encode_label() (xanfis.helpers.preprocessor.Data static method) epochs (xanfis.models.base_anfis.BaseGdAnfis attribute)

epsilon (xanfis.models.base_anfis.BaseGdAnfis attribute) evaluate() (xanfis.models.base_anfis.BaseAnfis method) (xanfis.models.bio_anfis.BioAnfisClassifier method) (xanfis.models.bio_anfis.BioAnfisRegressor method) (xanfis.models.classic_anfis.AnfisClassifier method) (xanfis.models.classic_anfis.AnfisRegressor method) (xanfis.models.gd_anfis.GdAnfisClassifier method) (xanfis.models.gd_anfis.GdAnfisRegressor method)

F

FeatureEngineering (class in xanfis.helpers.preprocessor) fit() (xanfis.helpers.preprocessor.LabelEncoder method) (xanfis.helpers.preprocessor.OneHotEncoder method) (xanfis.helpers.scaler_util.BoxCoxScaler method) (xanfis.helpers.scaler_util.DataTransformer method) (xanfis.helpers.scaler_util.Log1pScaler method) (xanfis.helpers.scaler_util.LogeScaler method) (xanfis.helpers.scaler_util.SinhArcSinhScaler method) (xanfis.helpers.scaler_util.SqrtScaler method) (xanfis.helpers.scaler_util.YeoJohnsonScaler method) (xanfis.models.base_anfis.BaseAnfis method) (xanfis.models.bio_anfis.BioAnfisClassifier method) (xanfis.models.bio_anfis.BioAnfisRegressor method) (xanfis.models.classic_anfis.AnfisClassifier method) (xanfis.models.classic_anfis.AnfisRegressor method) (xanfis.models.gd_anfis.GdAnfisClassifier method) (xanfis.models.gd_anfis.GdAnfisRegressor method)

fit_transform() (xanfis.helpers.preprocessor.LabelEncoder method) (xanfis.helpers.preprocessor.OneHotEncoder method) forward() (xanfis.helpers.membership_family.BaseMembership method) (xanfis.helpers.membership_family.GaussianMembership method) (xanfis.helpers.membership_family.GBellMembership method) (xanfis.helpers.membership_family.LinearMembership method) (xanfis.helpers.membership_family.PiShapedMembership method) (xanfis.helpers.membership_family.SigmoidMembership method) (xanfis.helpers.membership_family.SShapedMembership method) (xanfis.helpers.membership_family.TrapezoidalMembership method) (xanfis.helpers.membership_family.TriangularMembership method) (xanfis.helpers.membership_family.ZShapedMembership method) (xanfis.models.base_anfis.CustomANFIS method)

G

GaussianMembership (class in xanfis.helpers.membership_family) GBellMembership (class in xanfis.helpers.membership_family) GdAnfisClassifier (class in xanfis.models.gd_anfis) GdAnfisRegressor (class in xanfis.models.gd_anfis) get_all_classification_metrics() (in module xanfis.helpers.metric_util) get_all_regression_metrics() (in module xanfis.helpers.metric_util)

get_metric_sklearn() (in module xanfis.helpers.metric_util) get_metrics() (in module xanfis.helpers.metric_util) get_name() (xanfis.models.base_anfis.BaseBioAnfis method), [1] get_parameters() (xanfis.helpers.membership_family.BaseMembership method) get_weights() (xanfis.models.base_anfis.CustomANFIS method) get_weights_size() (xanfis.models.base_anfis.CustomANFIS method)

I

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

is_in_bound() (in module xanfis.helpers.validator) is_str_in_sequence() (in module xanfis.helpers.validator)

L

LabelEncoder (class in xanfis.helpers.preprocessor) LinearMembership (class in xanfis.helpers.membership_family) load_model() (xanfis.models.base_anfis.BaseAnfis static method)

Log1pScaler (class in xanfis.helpers.scaler_util) LogeScaler (class in xanfis.helpers.scaler_util) loss_train (xanfis.models.base_anfis.BaseAnfis attribute)

M

memberships (xanfis.models.base_anfis.CustomANFIS attribute) metric_class (xanfis.models.base_anfis.BaseBioAnfis attribute) (xanfis.models.bio_anfis.BioAnfisClassifier attribute) (xanfis.models.bio_anfis.BioAnfisRegressor attribute) mf_class_ (xanfis.models.base_anfis.CustomANFIS attribute) module xanfis.helpers.membership_family xanfis.helpers.metric_util xanfis.helpers.preprocessor xanfis.helpers.scaler_util xanfis.helpers.validator xanfis.models.base_anfis xanfis.models.bio_anfis xanfis.models.classic_anfis xanfis.models.gd_anfis

N

n_patience (xanfis.models.base_anfis.BaseGdAnfis attribute) name() (xanfis.helpers.membership_family.BaseMembership method) network (xanfis.models.base_anfis.BaseAnfis attribute) (xanfis.models.base_anfis.BaseBioAnfis attribute) (xanfis.models.base_anfis.BaseClassicAnfis attribute) (xanfis.models.base_anfis.BaseGdAnfis attribute) (xanfis.models.bio_anfis.BioAnfisRegressor attribute) (xanfis.models.classic_anfis.AnfisClassifier attribute) (xanfis.models.classic_anfis.AnfisRegressor attribute) (xanfis.models.gd_anfis.GdAnfisClassifier attribute) (xanfis.models.gd_anfis.GdAnfisRegressor attribute)

O

obj_name (xanfis.models.base_anfis.BaseBioAnfis attribute) objective_function() (xanfis.models.base_anfis.BaseBioAnfis method), [1] ObjectiveScaler (class in xanfis.helpers.scaler_util) OneHotEncoder (class in xanfis.helpers.preprocessor) optim (xanfis.models.base_anfis.BaseBioAnfis attribute) (xanfis.models.base_anfis.BaseGdAnfis attribute)

optim_params (xanfis.models.base_anfis.BaseBioAnfis attribute) (xanfis.models.base_anfis.BaseGdAnfis attribute) optimizer (xanfis.models.base_anfis.BaseBioAnfis attribute) (xanfis.models.base_anfis.BaseClassicAnfis attribute) (xanfis.models.base_anfis.BaseGdAnfis attribute)

P

patience_count (xanfis.models.base_anfis.BaseGdAnfis attribute) PiShapedMembership (class in xanfis.helpers.membership_family) predict() (xanfis.models.base_anfis.BaseAnfis method) (xanfis.models.bio_anfis.BioAnfisClassifier method) (xanfis.models.bio_anfis.BioAnfisRegressor method) (xanfis.models.classic_anfis.AnfisClassifier method) (xanfis.models.classic_anfis.AnfisRegressor method) (xanfis.models.gd_anfis.GdAnfisClassifier method) (xanfis.models.gd_anfis.GdAnfisRegressor method)

predict_proba() (xanfis.models.bio_anfis.BioAnfisClassifier method) (xanfis.models.classic_anfis.AnfisClassifier method) (xanfis.models.gd_anfis.GdAnfisClassifier method) process_data() (xanfis.models.base_anfis.BaseClassicAnfis method) (xanfis.models.base_anfis.BaseGdAnfis method) (xanfis.models.classic_anfis.AnfisClassifier method) (xanfis.models.classic_anfis.AnfisRegressor method) (xanfis.models.gd_anfis.GdAnfisClassifier method) (xanfis.models.gd_anfis.GdAnfisRegressor method)

S

save_evaluation_metrics() (xanfis.models.base_anfis.BaseAnfis method) save_model() (xanfis.models.base_anfis.BaseAnfis method) save_training_loss() (xanfis.models.base_anfis.BaseAnfis method) save_y_predicted() (xanfis.models.base_anfis.BaseAnfis method) scale() (xanfis.helpers.preprocessor.Data static method) score() (xanfis.models.base_anfis.BaseAnfis method) (xanfis.models.bio_anfis.BioAnfisClassifier method) (xanfis.models.bio_anfis.BioAnfisRegressor method) (xanfis.models.classic_anfis.AnfisClassifier method) (xanfis.models.classic_anfis.AnfisRegressor method) (xanfis.models.gd_anfis.GdAnfisClassifier method) (xanfis.models.gd_anfis.GdAnfisRegressor method) set_optim_and_paras() (xanfis.models.base_anfis.BaseBioAnfis method), [1] set_seed() (xanfis.models.base_anfis.BaseAnfis method) set_train_test() (xanfis.helpers.preprocessor.Data method) set_weights() (xanfis.models.base_anfis.CustomANFIS method) SigmoidMembership (class in xanfis.helpers.membership_family) SinhArcSinhScaler (class in xanfis.helpers.scaler_util) size_input (xanfis.models.base_anfis.BaseBioAnfis attribute) (xanfis.models.base_anfis.BaseGdAnfis attribute) (xanfis.models.bio_anfis.BioAnfisRegressor attribute) (xanfis.models.classic_anfis.AnfisClassifier attribute) (xanfis.models.classic_anfis.AnfisRegressor attribute) (xanfis.models.gd_anfis.GdAnfisClassifier attribute) (xanfis.models.gd_anfis.GdAnfisRegressor attribute)

size_output (xanfis.models.base_anfis.BaseBioAnfis attribute) (xanfis.models.base_anfis.BaseGdAnfis attribute) (xanfis.models.bio_anfis.BioAnfisRegressor attribute) (xanfis.models.classic_anfis.AnfisClassifier attribute) (xanfis.models.classic_anfis.AnfisRegressor attribute) (xanfis.models.gd_anfis.GdAnfisClassifier attribute) (xanfis.models.gd_anfis.GdAnfisRegressor attribute) split_train_test() (xanfis.helpers.preprocessor.Data method) SqrtScaler (class in xanfis.helpers.scaler_util) SShapedMembership (class in xanfis.helpers.membership_family) SUPPORT (xanfis.helpers.preprocessor.Data attribute) SUPPORT_MEMBERSHIP_CLASSES (xanfis.models.base_anfis.CustomANFIS attribute) SUPPORTED_ACTIVATIONS (xanfis.models.base_anfis.CustomANFIS attribute) SUPPORTED_CLS_METRICS (xanfis.models.base_anfis.BaseAnfis attribute), [1] SUPPORTED_CLS_OBJECTIVES (xanfis.models.base_anfis.BaseBioAnfis attribute), [1] SUPPORTED_OPTIMIZERS (xanfis.models.base_anfis.BaseBioAnfis attribute), [1] (xanfis.models.base_anfis.BaseClassicAnfis attribute) (xanfis.models.base_anfis.BaseGdAnfis attribute), [1] SUPPORTED_REG_METRICS (xanfis.models.base_anfis.BaseAnfis attribute), [1] SUPPORTED_REG_OBJECTIVES (xanfis.models.base_anfis.BaseBioAnfis attribute), [1] SUPPORTED_SCALERS (xanfis.helpers.scaler_util.DataTransformer attribute) SUPPORTED_VANISHING_STRATEGIES (xanfis.models.base_anfis.CustomANFIS attribute)

T

task (xanfis.models.bio_anfis.BioAnfisRegressor attribute) (xanfis.models.classic_anfis.AnfisClassifier attribute) (xanfis.models.classic_anfis.AnfisRegressor attribute) (xanfis.models.gd_anfis.GdAnfisClassifier attribute) (xanfis.models.gd_anfis.GdAnfisRegressor attribute) TimeSeriesDifferencer (class in xanfis.helpers.preprocessor) training (xanfis.helpers.membership_family.BaseMembership attribute) (xanfis.helpers.membership_family.GaussianMembership attribute) (xanfis.helpers.membership_family.GBellMembership attribute) (xanfis.helpers.membership_family.LinearMembership attribute) (xanfis.helpers.membership_family.PiShapedMembership attribute) (xanfis.helpers.membership_family.SigmoidMembership attribute) (xanfis.helpers.membership_family.SShapedMembership attribute) (xanfis.helpers.membership_family.TrapezoidalMembership attribute) (xanfis.helpers.membership_family.TriangularMembership attribute) (xanfis.helpers.membership_family.ZShapedMembership attribute) (xanfis.models.base_anfis.CustomANFIS attribute)

transform() (xanfis.helpers.preprocessor.LabelEncoder method) (xanfis.helpers.preprocessor.OneHotEncoder method) (xanfis.helpers.scaler_util.BoxCoxScaler method) (xanfis.helpers.scaler_util.DataTransformer method) (xanfis.helpers.scaler_util.Log1pScaler method) (xanfis.helpers.scaler_util.LogeScaler method) (xanfis.helpers.scaler_util.ObjectiveScaler method) (xanfis.helpers.scaler_util.SinhArcSinhScaler method) (xanfis.helpers.scaler_util.SqrtScaler method) (xanfis.helpers.scaler_util.YeoJohnsonScaler method) TrapezoidalMembership (class in xanfis.helpers.membership_family) TriangularMembership (class in xanfis.helpers.membership_family)

U

update_output_weights_by_least_squares() (xanfis.models.base_anfis.CustomANFIS method)

V

valid_mode (xanfis.models.base_anfis.BaseGdAnfis attribute) valid_rate (xanfis.models.base_anfis.BaseGdAnfis attribute)

verbose (xanfis.models.base_anfis.BaseBioAnfis attribute) (xanfis.models.base_anfis.BaseGdAnfis attribute)

X

xanfis.helpers.membership_family module xanfis.helpers.metric_util module xanfis.helpers.preprocessor module xanfis.helpers.scaler_util module xanfis.helpers.validator module

xanfis.models.base_anfis module xanfis.models.bio_anfis module xanfis.models.classic_anfis module xanfis.models.gd_anfis module

Y

YeoJohnsonScaler (class in xanfis.helpers.scaler_util)

Z

ZShapedMembership (class in xanfis.helpers.membership_family)