Index

_

__init__() (SToG.base.BaseFeatureSelector method), [1] (SToG.benchmark.ComprehensiveBenchmark method), [1], [2] (SToG.selectors.CorrelatedSTGLayer method), [1], [2] (SToG.selectors.GumbelLayer method), [1], [2] (SToG.selectors.L1Layer method), [1], [2] (SToG.selectors.STELayer method), [1], [2] (SToG.selectors.STGLayer method), [1], [2] (SToG.trainer.FeatureSelectionTrainer method), [1], [2]

B

BaseFeatureSelector (class in SToG.base), [1]

C

compare_with_l1_sklearn() (in module SToG.benchmark), [1], [2] ComprehensiveBenchmark (class in SToG.benchmark), [1], [2] CorrelatedSTGLayer (class in SToG.selectors), [1], [2]

create_classification_model() (in module SToG.models), [1], [2] create_synthetic_correlated() (SToG.datasets.DatasetLoader static method), [1], [2], [3] create_synthetic_high_dim() (SToG.datasets.DatasetLoader static method), [1], [2], [3]

D

DatasetLoader (class in SToG.datasets), [1], [2]

E

evaluate() (SToG.trainer.FeatureSelectionTrainer method), [1], [2]

evaluate_method() (SToG.benchmark.ComprehensiveBenchmark method), [1], [2]

F

FeatureSelectionTrainer (class in SToG.trainer), [1], [2] fit() (SToG.trainer.FeatureSelectionTrainer method), [1], [2] forward() (SToG.base.BaseFeatureSelector method), [1] (SToG.selectors.CorrelatedSTGLayer method), [1], [2] (SToG.selectors.GumbelLayer method), [1], [2] (SToG.selectors.L1Layer method), [1], [2] (SToG.selectors.STELayer method), [1], [2] (SToG.selectors.STGLayer method), [1], [2]

G

get_selected_features() (SToG.base.BaseFeatureSelector method), [1] (SToG.selectors.L1Layer method), [1], [2] get_selection_probs() (SToG.base.BaseFeatureSelector method), [1] (SToG.selectors.CorrelatedSTGLayer method), [1], [2] (SToG.selectors.GumbelLayer method), [1], [2] (SToG.selectors.L1Layer method), [1], [2] (SToG.selectors.STELayer method), [1], [2] (SToG.selectors.STGLayer method), [1], [2]

GumbelLayer (class in SToG.selectors), [1], [2]

L

L1Layer (class in SToG.selectors), [1], [2]

load_breast_cancer() (SToG.datasets.DatasetLoader static method), [1], [2], [3] load_wine() (SToG.datasets.DatasetLoader static method), [1], [2], [3]

M

main() (in module SToG.main), [1], [2] module SToG.base, [1] SToG.benchmark, [1] SToG.datasets, [1] SToG.main, [1] SToG.models, [1] SToG.selectors, [1] SToG.trainer, [1]

P

print_summary() (SToG.benchmark.ComprehensiveBenchmark method), [1], [2]

R

regularization_loss() (SToG.base.BaseFeatureSelector method), [1] (SToG.selectors.CorrelatedSTGLayer method), [1], [2] (SToG.selectors.GumbelLayer method), [1], [2] (SToG.selectors.L1Layer method), [1], [2] (SToG.selectors.STELayer method), [1], [2] (SToG.selectors.STGLayer method), [1], [2]

run_benchmark() (SToG.benchmark.ComprehensiveBenchmark method), [1], [2] run_single_experiment() (SToG.benchmark.ComprehensiveBenchmark method), [1], [2]

S

set_temperature() (SToG.selectors.GumbelLayer method), [1], [2] STELayer (class in SToG.selectors), [1], [2] STGLayer (class in SToG.selectors), [1], [2] SToG.base module, [1] SToG.benchmark module, [1] SToG.datasets module, [1]

SToG.main module, [1] SToG.models module, [1] SToG.selectors module, [1] SToG.trainer module, [1]

T

train_epoch() (SToG.trainer.FeatureSelectionTrainer method), [1], [2]