Skip to content
ARFS Documentation
Toggle navigation menu
⌘
K
Index
_
|
A
|
B
|
C
|
D
|
E
|
F
|
G
|
H
|
I
|
L
|
M
|
O
|
P
|
R
|
S
|
T
|
U
|
V
|
W
|
X
_
__call__() (arfs.preprocessing.dtype_column_selector method)
__init__() (arfs.feature_selection.lasso.EnetGLM method)
_add_shadows_get_imps() (arfs.feature_selection.allrelevant.Leshy method)
(arfs.feature_selection.Leshy method)
_assign_hits() (arfs.feature_selection.allrelevant.Leshy static method)
(arfs.feature_selection.Leshy static method)
_boostaroota() (in module arfs.feature_selection.allrelevant)
_calculate_absolute_ranking() (arfs.feature_selection.allrelevant.Leshy method)
(arfs.feature_selection.Leshy method)
_calculate_relative_ranking() (arfs.feature_selection.allrelevant.Leshy method)
(arfs.feature_selection.Leshy method)
_calculate_support() (arfs.feature_selection.allrelevant.Leshy method)
(arfs.feature_selection.Leshy method)
_callable_association_matrix_fn() (in module arfs.association)
_callable_association_series_fn() (in module arfs.association)
_check_association_input() (in module arfs.association)
_check_params() (arfs.feature_selection.allrelevant.Leshy method)
(arfs.feature_selection.Leshy method)
_compute_importance() (in module arfs.feature_selection.allrelevant)
_compute_matrix_entries() (in module arfs.parallel)
_compute_series() (in module arfs.parallel)
_create_shadow() (in module arfs.feature_selection.allrelevant)
_do_tests() (arfs.feature_selection.allrelevant.Leshy method)
(arfs.feature_selection.Leshy method)
_drop_intercept() (in module arfs.preprocessing)
_fdrcorrection() (arfs.feature_selection.allrelevant.Leshy static method)
(arfs.feature_selection.Leshy static method)
_fit() (arfs.feature_selection.allrelevant.Leshy method)
(arfs.feature_selection.Leshy method)
_fit_and_score() (in module arfs.feature_selection.lasso)
_fit_early_stopped_lgb() (in module arfs.gbm)
_get_cancer_data() (in module arfs.utils)
_get_confirmed_and_tentative() (in module arfs.feature_selection.allrelevant)
_get_imp() (in module arfs.feature_selection.allrelevant)
_get_perm_imp() (in module arfs.feature_selection.allrelevant)
_get_shap_imp() (in module arfs.feature_selection.allrelevant)
_get_shap_imp_fast() (in module arfs.feature_selection.allrelevant)
_get_titanic_data() (in module arfs.utils)
_get_tree_num() (arfs.feature_selection.allrelevant.Leshy method)
(arfs.feature_selection.Leshy method)
_gower_distance_row() (in module arfs.sampling)
_load_boston_data() (in module arfs.utils)
_load_housing() (in module arfs.utils)
_make_corr_dataset_classification() (in module arfs.utils)
_make_corr_dataset_regression() (in module arfs.utils)
_make_split() (in module arfs.gbm)
_merge_importance_df() (in module arfs.feature_selection.allrelevant)
_nanrankdata() (arfs.feature_selection.allrelevant.Leshy static method)
(arfs.feature_selection.Leshy static method)
_pandas_count_unique_values_cat_features() (in module arfs.feature_selection.unsupervised)
_print_result() (arfs.feature_selection.allrelevant.Leshy method)
(arfs.feature_selection.Leshy method)
_print_results() (arfs.feature_selection.allrelevant.Leshy method)
(arfs.feature_selection.Leshy method)
_reduce_vars_lgb_cv() (in module arfs.feature_selection.allrelevant)
_reduce_vars_sklearn() (in module arfs.feature_selection.allrelevant)
_run_iteration() (arfs.feature_selection.allrelevant.Leshy method)
(arfs.feature_selection.Leshy method)
_select_tentative() (in module arfs.feature_selection.allrelevant)
_set_lgb_parameters() (in module arfs.feature_selection.allrelevant)
_split_data() (in module arfs.feature_selection.allrelevant)
_split_fit_estimator() (in module arfs.feature_selection.allrelevant)
_train_lgb_model() (in module arfs.feature_selection.allrelevant)
_update_estimator() (arfs.feature_selection.allrelevant.Leshy method)
(arfs.feature_selection.Leshy method)
_update_tree_num() (arfs.feature_selection.allrelevant.Leshy method)
(arfs.feature_selection.Leshy method)
_weighted_correlation_ratio() (in module arfs.association)
A
annotate_heatmap() (in module arfs.association)
arfs
module
arfs.association
module
arfs.benchmark
module
arfs.feature_selection
module
arfs.feature_selection.allrelevant
module
arfs.feature_selection.base
module
arfs.feature_selection.lasso
module
arfs.feature_selection.mrmr
module
arfs.feature_selection.summary
module
arfs.feature_selection.unsupervised
module
arfs.feature_selection.variable_importance
module
arfs.gbm
module
arfs.parallel
module
arfs.preprocessing
module
arfs.sampling
module
arfs.utils
module
association_matrix() (in module arfs.association)
association_series() (in module arfs.association)
asymmetric_function() (in module arfs.association)
B
BaseThresholdSelector (class in arfs.feature_selection.base)
BoostAGroota (class in arfs.feature_selection)
(class in arfs.feature_selection.allrelevant)
C
CardinalityThreshold (class in arfs.feature_selection)
(class in arfs.feature_selection.unsupervised)
cat_var() (in module arfs.preprocessing)
check_if_tree_based() (in module arfs.utils)
cluster_sq_matrix() (in module arfs.association)
CollinearityThreshold (class in arfs.feature_selection)
(class in arfs.feature_selection.unsupervised)
compare_varimp() (in module arfs.benchmark)
concat_or_group() (in module arfs.utils)
correlation_ratio() (in module arfs.association)
correlation_ratio_matrix() (in module arfs.association)
correlation_ratio_series() (in module arfs.association)
cramer_v() (in module arfs.association)
cramer_v_matrix() (in module arfs.association)
cramer_v_series() (in module arfs.association)
create_col_combinations() (in module arfs.association)
create_dtype_dict() (in module arfs.utils)
D
drop_existing_sm_constant_from_df() (in module arfs.feature_selection.lasso)
dtype_column_selector (class in arfs.preprocessing)
E
EnetGLM (class in arfs.feature_selection.lasso)
F
f_cat_classification_parallel() (in module arfs.association)
f_cat_regression() (in module arfs.association)
f_cat_regression_parallel() (in module arfs.association)
f_cont_classification() (in module arfs.association)
f_cont_classification_parallel() (in module arfs.association)
f_cont_regression_parallel() (in module arfs.association)
f_oneway_weighted() (in module arfs.association)
f_stat_classification_parallel() (in module arfs.association)
f_stat_regression_parallel() (in module arfs.association)
find_interval_midpoint() (in module arfs.preprocessing)
fit() (arfs.feature_selection.allrelevant.BoostAGroota method)
(arfs.feature_selection.allrelevant.GrootCV method)
,
[1]
(arfs.feature_selection.allrelevant.Leshy method)
(arfs.feature_selection.base.BaseThresholdSelector method)
(arfs.feature_selection.BoostAGroota method)
(arfs.feature_selection.CollinearityThreshold method)
(arfs.feature_selection.GrootCV method)
,
[1]
(arfs.feature_selection.lasso.EnetGLM method)
(arfs.feature_selection.lasso.LassoFeatureSelection method)
,
[1]
(arfs.feature_selection.LassoFeatureSelection method)
,
[1]
(arfs.feature_selection.Leshy method)
(arfs.feature_selection.MinRedundancyMaxRelevance method)
(arfs.feature_selection.mrmr.MinRedundancyMaxRelevance method)
(arfs.feature_selection.unsupervised.CollinearityThreshold method)
(arfs.feature_selection.variable_importance.VariableImportance method)
(arfs.feature_selection.VariableImportance method)
(arfs.gbm.GradientBoosting method)
(arfs.preprocessing.IntervalToMidpoint method)
,
[1]
(arfs.preprocessing.OrdinalEncoderPandas method)
(arfs.preprocessing.PatsyTransformer method)
(arfs.preprocessing.TreeDiscretizer method)
,
[1]
fit_transform() (arfs.feature_selection.base.BaseThresholdSelector method)
(arfs.feature_selection.MinRedundancyMaxRelevance method)
(arfs.feature_selection.mrmr.MinRedundancyMaxRelevance method)
(arfs.feature_selection.variable_importance.VariableImportance method)
(arfs.feature_selection.VariableImportance method)
(arfs.preprocessing.OrdinalEncoderPandas method)
(arfs.preprocessing.PatsyTransformer method)
(arfs.preprocessing.TreeDiscretizer method)
G
gbm_flavour() (in module arfs.gbm)
get_5_percent_splits() (in module arfs.sampling)
get_coef() (arfs.feature_selection.lasso.EnetGLM method)
get_feature_names_out() (arfs.feature_selection.lasso.LassoFeatureSelection method)
,
[1]
(arfs.feature_selection.LassoFeatureSelection method)
,
[1]
get_most_common() (in module arfs.sampling)
get_pandas_cat_codes() (in module arfs.utils)
gower_matrix() (in module arfs.sampling)
gower_topn() (in module arfs.sampling)
GradientBoosting (class in arfs.gbm)
grid_search_cv() (in module arfs.feature_selection.lasso)
GrootCV (class in arfs.feature_selection)
(class in arfs.feature_selection.allrelevant)
H
heatmap() (in module arfs.association)
highlight_discarded() (in module arfs.feature_selection.summary)
(in module arfs.preprocessing)
highlight_tick() (in module arfs.benchmark)
I
IntervalToMidpoint (class in arfs.preprocessing)
inverse_transform() (arfs.preprocessing.IntervalToMidpoint method)
,
[1]
(arfs.preprocessing.OrdinalEncoderPandas method)
is_catboost() (in module arfs.utils)
is_lightgbm() (in module arfs.utils)
is_list_of_bool() (in module arfs.utils)
is_list_of_int() (in module arfs.utils)
is_list_of_str() (in module arfs.association)
(in module arfs.utils)
is_xgboost() (in module arfs.utils)
isof_find_sample() (in module arfs.sampling)
isolation_forest() (in module arfs.sampling)
L
LassoFeatureSelection (class in arfs.feature_selection)
(class in arfs.feature_selection.lasso)
Leshy (class in arfs.feature_selection)
(class in arfs.feature_selection.allrelevant)
LightForestClassifier() (in module arfs.utils)
LightForestRegressor() (in module arfs.utils)
load() (arfs.gbm.GradientBoosting method)
load_data() (in module arfs.utils)
M
make_fs_summary() (in module arfs.feature_selection)
(in module arfs.feature_selection.summary)
matrix_to_xy() (in module arfs.association)
MinRedundancyMaxRelevance (class in arfs.feature_selection)
(class in arfs.feature_selection.mrmr)
MissingValueThreshold (class in arfs.feature_selection)
(class in arfs.feature_selection.unsupervised)
module
arfs
arfs.association
arfs.benchmark
arfs.feature_selection
arfs.feature_selection.allrelevant
arfs.feature_selection.base
arfs.feature_selection.lasso
arfs.feature_selection.mrmr
arfs.feature_selection.summary
arfs.feature_selection.unsupervised
arfs.feature_selection.variable_importance
arfs.gbm
arfs.parallel
arfs.preprocessing
arfs.sampling
arfs.utils
O
OrdinalEncoderPandas (class in arfs.preprocessing)
P
parallel_df() (in module arfs.parallel)
parallel_matrix_entries() (in module arfs.parallel)
PatsyTransformer (class in arfs.preprocessing)
plot_association() (arfs.feature_selection.CollinearityThreshold method)
(arfs.feature_selection.unsupervised.CollinearityThreshold method)
plot_association_matrix() (in module arfs.association)
plot_association_matrix_int() (in module arfs.association)
plot_importance() (arfs.feature_selection.allrelevant.BoostAGroota method)
(arfs.feature_selection.allrelevant.GrootCV method)
,
[1]
(arfs.feature_selection.allrelevant.Leshy method)
(arfs.feature_selection.BoostAGroota method)
(arfs.feature_selection.GrootCV method)
,
[1]
(arfs.feature_selection.Leshy method)
(arfs.feature_selection.variable_importance.VariableImportance method)
(arfs.feature_selection.VariableImportance method)
plot_y_vs_X() (in module arfs.utils)
predict() (arfs.feature_selection.lasso.EnetGLM method)
(arfs.gbm.GradientBoosting method)
predict_raw() (arfs.gbm.GradientBoosting method)
R
reset_plot() (in module arfs.utils)
run_feature_selection() (arfs.feature_selection.MinRedundancyMaxRelevance method)
(arfs.feature_selection.mrmr.MinRedundancyMaxRelevance method)
S
sample() (in module arfs.sampling)
save() (arfs.gbm.GradientBoosting method)
score() (arfs.feature_selection.lasso.EnetGLM method)
select_features() (arfs.feature_selection.allrelevant.Leshy method)
(arfs.feature_selection.Leshy method)
select_next_feature() (arfs.feature_selection.MinRedundancyMaxRelevance method)
(arfs.feature_selection.mrmr.MinRedundancyMaxRelevance method)
set_fit_request() (arfs.feature_selection.allrelevant.BoostAGroota method)
(arfs.feature_selection.allrelevant.GrootCV method)
(arfs.feature_selection.allrelevant.Leshy method)
(arfs.feature_selection.base.BaseThresholdSelector method)
(arfs.feature_selection.BoostAGroota method)
(arfs.feature_selection.CardinalityThreshold method)
(arfs.feature_selection.CollinearityThreshold method)
(arfs.feature_selection.GrootCV method)
(arfs.feature_selection.lasso.EnetGLM method)
(arfs.feature_selection.lasso.LassoFeatureSelection method)
(arfs.feature_selection.LassoFeatureSelection method)
(arfs.feature_selection.Leshy method)
(arfs.feature_selection.MinRedundancyMaxRelevance method)
(arfs.feature_selection.MissingValueThreshold method)
(arfs.feature_selection.mrmr.MinRedundancyMaxRelevance method)
(arfs.feature_selection.UniqueValuesThreshold method)
(arfs.feature_selection.unsupervised.CardinalityThreshold method)
(arfs.feature_selection.unsupervised.CollinearityThreshold method)
(arfs.feature_selection.unsupervised.MissingValueThreshold method)
(arfs.feature_selection.unsupervised.UniqueValuesThreshold method)
(arfs.feature_selection.variable_importance.VariableImportance method)
(arfs.feature_selection.VariableImportance method)
(arfs.preprocessing.PatsyTransformer method)
(arfs.preprocessing.TreeDiscretizer method)
set_my_plt_style() (in module arfs.utils)
set_score_request() (arfs.feature_selection.lasso.EnetGLM method)
set_transform_request() (arfs.preprocessing.OrdinalEncoderPandas method)
(arfs.preprocessing.PatsyTransformer method)
sklearn_pimp_bench() (in module arfs.benchmark)
smallest_indices() (in module arfs.sampling)
summary() (arfs.feature_selection.lasso.EnetGLM method)
symmetric_function() (in module arfs.association)
T
theils_u_matrix() (in module arfs.association)
theils_u_series() (in module arfs.association)
transform() (arfs.feature_selection.allrelevant.BoostAGroota method)
(arfs.feature_selection.allrelevant.GrootCV method)
,
[1]
(arfs.feature_selection.allrelevant.Leshy method)
(arfs.feature_selection.base.BaseThresholdSelector method)
(arfs.feature_selection.BoostAGroota method)
(arfs.feature_selection.CollinearityThreshold method)
(arfs.feature_selection.GrootCV method)
,
[1]
(arfs.feature_selection.lasso.LassoFeatureSelection method)
,
[1]
(arfs.feature_selection.LassoFeatureSelection method)
,
[1]
(arfs.feature_selection.Leshy method)
(arfs.feature_selection.MinRedundancyMaxRelevance method)
(arfs.feature_selection.mrmr.MinRedundancyMaxRelevance method)
(arfs.feature_selection.unsupervised.CollinearityThreshold method)
(arfs.feature_selection.variable_importance.VariableImportance method)
(arfs.feature_selection.VariableImportance method)
(arfs.preprocessing.IntervalToMidpoint method)
,
[1]
(arfs.preprocessing.OrdinalEncoderPandas method)
(arfs.preprocessing.PatsyTransformer method)
(arfs.preprocessing.TreeDiscretizer method)
,
[1]
transform_interval_to_midpoint() (in module arfs.preprocessing)
TreeDiscretizer (class in arfs.preprocessing)
U
UniqueValuesThreshold (class in arfs.feature_selection)
(class in arfs.feature_selection.unsupervised)
update_ranks() (arfs.feature_selection.MinRedundancyMaxRelevance method)
(arfs.feature_selection.mrmr.MinRedundancyMaxRelevance method)
V
validate_pandas_input() (in module arfs.utils)
validate_sample_weight() (in module arfs.utils)
VariableImportance (class in arfs.feature_selection)
(class in arfs.feature_selection.variable_importance)
W
wcorr() (in module arfs.association)
wcorr_matrix() (in module arfs.association)
wcorr_series() (in module arfs.association)
wcov() (in module arfs.association)
weighted_conditional_entropy() (in module arfs.association)
weighted_corr() (in module arfs.association)
weighted_correlation_1cpu() (in module arfs.association)
weighted_cross_val_score() (in module arfs.feature_selection.lasso)
weighted_theils_u() (in module arfs.association)
wm() (in module arfs.association)
wrank() (in module arfs.association)
wspearman() (in module arfs.association)
X
xy_to_matrix() (in module arfs.association)