Index

_

_best_binary_subtrees (fuzzytrees.fdt_base.FuzzyDecisionTreeWrapper attribute) _best_impurity_gain (fuzzytrees.fdt_base.FuzzyDecisionTreeWrapper attribute) _best_split_rule (fuzzytrees.fdt_base.FuzzyDecisionTreeWrapper attribute) _estimators (fuzzytrees.fgbdt.FuzzyGBDT attribute) (fuzzytrees.fgbdt.FuzzyGBDTClassifier attribute) (fuzzytrees.fgbdt.FuzzyGBDTRegressor attribute) (fuzzytrees.frdf.BaseFuzzyRDF attribute) (fuzzytrees.frdf.BaseFuzzyRDFClassifier attribute) (fuzzytrees.frdf.BaseFuzzyRDFRegressor attribute) _fuzzy_sets (fuzzytrees.fdt_base.FuzzyDecisionTreeWrapper attribute)

_impurity_gain_calculation_func (fuzzytrees.fdt_base.FuzzyDecisionTreeWrapper attribute) _is_one_dim (fuzzytrees.fdt_base.FuzzyDecisionTreeWrapper attribute) _leaf_value_calculation_func (fuzzytrees.fdt_base.FuzzyDecisionTreeWrapper attribute) _loss_func (fuzzytrees.fgbdt.FuzzyGBDT attribute) (fuzzytrees.fgbdt.FuzzyGBDTClassifier attribute) (fuzzytrees.fgbdt.FuzzyGBDTRegressor attribute) _n_processes (fuzzytrees.frdf.BaseFuzzyRDF attribute) _res_func (fuzzytrees.frdf.BaseFuzzyRDF attribute) (fuzzytrees.frdf.BaseFuzzyRDFClassifier attribute) (fuzzytrees.frdf.BaseFuzzyRDFRegressor attribute)

B

BaseFuzzyDecisionTree (class in fuzzytrees.fdt_base) BaseFuzzyRDF (class in fuzzytrees.frdf) BaseFuzzyRDFClassifier (class in fuzzytrees.frdf)

BaseFuzzyRDFRegressor (class in fuzzytrees.frdf) BinarySubtrees (class in fuzzytrees.fdt_base) BOOSTING (fuzzytrees.settings.ComparisionMode attribute)

C

calculate_entropy() (in module fuzzytrees.util_tree_criterion_funcs) calculate_gini() (in module fuzzytrees.util_tree_criterion_funcs) calculate_impurity_gain() (in module fuzzytrees.util_tree_criterion_funcs) calculate_impurity_gain_ratio() (in module fuzzytrees.util_tree_criterion_funcs) calculate_mae() (in module fuzzytrees.util_tree_criterion_funcs) calculate_mean_value() (in module fuzzytrees.util_tree_criterion_funcs)

calculate_mse() (in module fuzzytrees.util_tree_criterion_funcs) calculate_proba() (in module fuzzytrees.util_tree_criterion_funcs) calculate_standard_deviation() (in module fuzzytrees.util_tree_criterion_funcs) calculate_value_by_majority_vote() (in module fuzzytrees.util_tree_criterion_funcs) calculate_variance() (in module fuzzytrees.util_tree_criterion_funcs) calculate_variance_reduction() (in module fuzzytrees.util_tree_criterion_funcs) ComparisionMode (class in fuzzytrees.settings)

D

DecisionTreeInterface (class in fuzzytrees.fdt_base)

degree_of_membership_build() (in module fuzzytrees.util_preprocessing_funcs) DirSave (class in fuzzytrees.settings)

E

EVAL_DATA (fuzzytrees.settings.DirSave attribute) EVAL_FIGURES (fuzzytrees.settings.DirSave attribute)

EvaluationType (class in fuzzytrees.settings) extract_fuzzy_features() (in module fuzzytrees.util_preprocessing_funcs)

F

FF3 (fuzzytrees.settings.ComparisionMode attribute) FF4 (fuzzytrees.settings.ComparisionMode attribute) FF5 (fuzzytrees.settings.ComparisionMode attribute) fit() (fuzzytrees.fdt_base.BaseFuzzyDecisionTree method) (fuzzytrees.fdt_base.DecisionTreeInterface method) (fuzzytrees.fdt_base.FuzzyDecisionTreeWrapper method) (fuzzytrees.fgbdt.FuzzyGBDT method) (fuzzytrees.fgbdt.FuzzyGBDTClassifier method) (fuzzytrees.frdf.BaseFuzzyRDF method) FuzzificationOptions (class in fuzzytrees.fdt_base) FUZZY (fuzzytrees.settings.ComparisionMode attribute) FUZZY_REG_VS_ERR_ON_CONV_K (fuzzytrees.settings.EvaluationType attribute) FuzzyC45Classifier (class in fuzzytrees.fdts) FuzzyCARTClassifier (class in fuzzytrees.fdts) FuzzyCARTRegressor (class in fuzzytrees.fdts) FuzzyDecisionTreeWrapper (class in fuzzytrees.fdt_base) FuzzyGBDT (class in fuzzytrees.fgbdt) FuzzyGBDTClassifier (class in fuzzytrees.fgbdt) FuzzyGBDTRegressor (class in fuzzytrees.fgbdt) FuzzyID3Classifier (class in fuzzytrees.fdts) fuzzytrees module fuzzytrees.fdt_base module

fuzzytrees.fdts module fuzzytrees.fgbdt module fuzzytrees.frdf module fuzzytrees.settings module fuzzytrees.util_comm module fuzzytrees.util_data_handler module fuzzytrees.util_logging module fuzzytrees.util_plotter module fuzzytrees.util_preprocessing_funcs module fuzzytrees.util_tree_criterion_funcs module fuzzytrees.util_tree_split_funcs module

G

get_cwd_as_prefix() (in module fuzzytrees.util_comm) get_now_str() (in module fuzzytrees.util_comm) get_timestamp_str() (in module fuzzytrees.util_comm)

get_today_str() (in module fuzzytrees.util_comm) gradient() (fuzzytrees.util_tree_criterion_funcs.LeastSquaresFunction method) (fuzzytrees.util_tree_criterion_funcs.LossFunction method) (fuzzytrees.util_tree_criterion_funcs.SoftLeastSquaresFunction method)

L

LeastSquaresFunction (class in fuzzytrees.util_tree_criterion_funcs) load_chess() (in module fuzzytrees.util_data_handler) load_data_clf() (in module fuzzytrees.util_data_handler) load_diabetes() (in module fuzzytrees.util_data_handler) load_German_credit() (in module fuzzytrees.util_data_handler) load_iris() (in module fuzzytrees.util_data_handler)

load_vehicle() (in module fuzzytrees.util_data_handler) load_waveform() (in module fuzzytrees.util_data_handler) load_wine() (in module fuzzytrees.util_data_handler) loss() (fuzzytrees.util_tree_criterion_funcs.LeastSquaresFunction method) (fuzzytrees.util_tree_criterion_funcs.LossFunction method) (fuzzytrees.util_tree_criterion_funcs.SoftLeastSquaresFunction method) LossFunction (class in fuzzytrees.util_tree_criterion_funcs)

M

majority_vote() (in module fuzzytrees.util_tree_criterion_funcs) make_diagonal() (in module fuzzytrees.util_preprocessing_funcs) mean_value() (in module fuzzytrees.util_tree_criterion_funcs) MIXED (fuzzytrees.settings.ComparisionMode attribute) MODELS (fuzzytrees.settings.DirSave attribute) module fuzzytrees fuzzytrees.fdt_base fuzzytrees.fdts fuzzytrees.fgbdt fuzzytrees.frdf fuzzytrees.settings fuzzytrees.util_comm fuzzytrees.util_data_handler fuzzytrees.util_logging fuzzytrees.util_plotter fuzzytrees.util_preprocessing_funcs fuzzytrees.util_tree_criterion_funcs fuzzytrees.util_tree_split_funcs

MultiProcessOptions (class in fuzzytrees.fdt_base)

N

NAIVE (fuzzytrees.settings.ComparisionMode attribute)

Node (class in fuzzytrees.fdt_base)

O

one_hot_encode() (in module fuzzytrees.util_preprocessing_funcs)

P

plot_fuzzy_reg_vs_err() (fuzzytrees.fdt_base.FuzzyDecisionTreeWrapper method) plot_multi_lines() (in module fuzzytrees.util_plotter) predict() (fuzzytrees.fdt_base.BaseFuzzyDecisionTree method) (fuzzytrees.fdt_base.DecisionTreeInterface method) (fuzzytrees.fdt_base.FuzzyDecisionTreeWrapper method) (fuzzytrees.fgbdt.FuzzyGBDT method) (fuzzytrees.frdf.BaseFuzzyRDF method)

predict_proba() (fuzzytrees.fdt_base.BaseFuzzyDecisionTree method) (fuzzytrees.fdt_base.DecisionTreeInterface method) (fuzzytrees.fdt_base.FuzzyDecisionTreeWrapper method) print_tree() (fuzzytrees.fdt_base.BaseFuzzyDecisionTree method) (fuzzytrees.fdt_base.DecisionTreeInterface method) (fuzzytrees.fdt_base.FuzzyDecisionTreeWrapper method)

R

resample_bootstrap() (in module fuzzytrees.util_preprocessing_funcs)

resample_simple_random() (in module fuzzytrees.util_preprocessing_funcs) root (fuzzytrees.fdt_base.FuzzyDecisionTreeWrapper attribute)

S

search_fuzzy_params_4_clf() (fuzzytrees.fdt_base.FuzzyDecisionTreeWrapper method) setup_logging() (in module fuzzytrees.util_logging) SoftLeastSquaresFunction (class in fuzzytrees.util_tree_criterion_funcs)

split_disc_ds_2_multi() (in module fuzzytrees.util_tree_split_funcs) split_ds_2_bin() (in module fuzzytrees.util_tree_split_funcs) split_ds_2_multi() (in module fuzzytrees.util_tree_split_funcs) SplitRule (class in fuzzytrees.fdt_base)

T

to_nominal() (in module fuzzytrees.util_preprocessing_funcs)