Index

A

AutoEncoder (class in src.dfencoder.autoencoder) autoencoder (class in src.ml_cfexplainer.utils.AE_architecture)

AutoEncoder (class in src.ml_cfexplainer.utils.vae_model) autoencoder (class in src.utils.AE_architecture) AutoEncoder (class in src.utils.vae_model)

B

BlackBox (class in src.ml_cfexplainer.utils.blackboxmodel) (class in src.utils.blackboxmodel) build_inputs() (src.dfencoder.autoencoder.AutoEncoder method)

build_model() (src.dfencoder.autoencoder.AutoEncoder method) build_optimizer() (src.dfencoder.autoencoder.AutoEncoder method) build_outputs() (src.dfencoder.autoencoder.AutoEncoder method)

C

cat_representation_dist() (src.ml_cfexplainer.explainer.distance.Distance method) causal_loss_adult() (src.ml_cfexplainer.explainer.distance.Distance method) causal_loss_sangio() (src.ml_cfexplainer.explainer.distance.Distance method) CF_Adult (class in src.ml_cfexplainer.explainer.cf_adult) CF_SimpleBN (class in src.ml_cfexplainer.explainer.cf_simplebn) CF_VAE (class in src.ml_cfexplainer.utils.vae_model) (class in src.utils.vae_model) CompleteLayer (class in src.dfencoder.autoencoder) compute_baseline_performance() (src.dfencoder.autoencoder.AutoEncoder method)

compute_elbo() (src.ml_cfexplainer.utils.vae_model.CF_VAE method) (src.utils.vae_model.CF_VAE method) compute_embedding_size() (in module src.dfencoder.autoencoder) compute_loss() (src.dfencoder.autoencoder.AutoEncoder method) compute_outputs() (src.dfencoder.autoencoder.AutoEncoder method) compute_targets() (src.dfencoder.autoencoder.AutoEncoder method) compute_yloss() (src.ml_cfexplainer.explainer.distance.Distance method) constraints_loss() (src.ml_cfexplainer.explainer.distance.Distance method) continous_dist() (src.ml_cfexplainer.explainer.distance.Distance method) cross_entropy() (src.ml_cfexplainer.explainer.distance.Distance method)

D

DataLoader (class in src.ml_cfexplainer.utils.dataloader) (class in src.utils.dataloader) de_normalize_data() (src.ml_cfexplainer.utils.dataloader.DataLoader method) (src.utils.dataloader.DataLoader method) decode() (src.dfencoder.autoencoder.AutoEncoder method) decode_to_df() (src.dfencoder.autoencoder.AutoEncoder method) decoder() (src.ml_cfexplainer.utils.vae_model.AutoEncoder method) (src.ml_cfexplainer.utils.vae_model.CF_VAE method) (src.utils.vae_model.AutoEncoder method) (src.utils.vae_model.CF_VAE method)

device (in module src.ml_cfexplainer.explainer.cf_adult) df_predict() (src.dfencoder.autoencoder.AutoEncoder method) Distance (class in src.ml_cfexplainer.explainer.distance) do_backward() (src.dfencoder.autoencoder.AutoEncoder method)

E

encode() (src.dfencoder.autoencoder.AutoEncoder method) encode_input() (src.dfencoder.autoencoder.AutoEncoder method) encoder() (src.ml_cfexplainer.utils.vae_model.AutoEncoder method) (src.ml_cfexplainer.utils.vae_model.CF_VAE method) (src.utils.vae_model.AutoEncoder method) (src.utils.vae_model.CF_VAE method)

EncoderDataFrame (class in src.dfencoder.dataframe)

F

find_proto() (in module src.ml_cfexplainer.explainer.prototype) fit() (src.dfencoder.autoencoder.AutoEncoder method) (src.dfencoder.scalers.GaussRankScaler method) (src.dfencoder.scalers.NullScaler method) (src.dfencoder.scalers.StandardScaler method) fit_transform() (src.dfencoder.scalers.GaussRankScaler method) (src.dfencoder.scalers.NullScaler method) (src.dfencoder.scalers.StandardScaler method) forward() (src.dfencoder.autoencoder.AutoEncoder method) (src.dfencoder.autoencoder.CompleteLayer method) (src.ml_cfexplainer.utils.AE_architecture.autoencoder method) (src.ml_cfexplainer.utils.blackboxmodel.BlackBox method) (src.ml_cfexplainer.utils.vae_model.AutoEncoder method) (src.ml_cfexplainer.utils.vae_model.CF_VAE method) (src.utils.AE_architecture.autoencoder method) (src.utils.blackboxmodel.BlackBox method) (src.utils.vae_model.AutoEncoder method) (src.utils.vae_model.CF_VAE method)

from_dummies() (src.ml_cfexplainer.utils.dataloader.DataLoader method) (src.utils.dataloader.DataLoader method)

G

GaussRankScaler (class in src.dfencoder.scalers) get_adult_data_info() (in module src.utils.helpers) get_adult_income_modelpath() (in module src.utils.helpers) get_anomaly_score() (src.dfencoder.autoencoder.AutoEncoder method) get_data_params() (src.ml_cfexplainer.utils.dataloader.DataLoader method) (src.utils.dataloader.DataLoader method) get_data_type() (src.ml_cfexplainer.utils.dataloader.DataLoader method) (src.utils.dataloader.DataLoader method) get_decimal_precisions() (src.ml_cfexplainer.utils.dataloader.DataLoader method) (src.utils.dataloader.DataLoader method) get_decoded_data() (src.ml_cfexplainer.utils.dataloader.DataLoader method) (src.utils.dataloader.DataLoader method) get_deep_stack_features() (src.dfencoder.autoencoder.AutoEncoder method) get_dev_data() (src.ml_cfexplainer.utils.dataloader.DataLoader method) (src.utils.dataloader.DataLoader method)

get_encoded_categorical_feature_indexes() (src.ml_cfexplainer.utils.dataloader.DataLoader method) (src.utils.dataloader.DataLoader method) get_features_range() (src.ml_cfexplainer.utils.dataloader.DataLoader method) (src.utils.dataloader.DataLoader method) get_indexes_of_features_to_vary() (src.ml_cfexplainer.utils.dataloader.DataLoader method) (src.utils.dataloader.DataLoader method) get_mads_from_training_data() (src.ml_cfexplainer.utils.dataloader.DataLoader method) (src.utils.dataloader.DataLoader method) get_minx_maxx() (src.ml_cfexplainer.utils.dataloader.DataLoader method) (src.utils.dataloader.DataLoader method) get_pos_neg_latent() (in module src.ml_cfexplainer.explainer.prototype) get_representation() (src.dfencoder.autoencoder.AutoEncoder method) get_scaler() (src.dfencoder.autoencoder.AutoEncoder method)

I

init_binary() (src.dfencoder.autoencoder.AutoEncoder method) init_cats() (src.dfencoder.autoencoder.AutoEncoder method) init_features() (src.dfencoder.autoencoder.AutoEncoder method) init_numeric() (src.dfencoder.autoencoder.AutoEncoder method)

interpret_activation() (src.dfencoder.autoencoder.CompleteLayer method) inverse_transform() (src.dfencoder.scalers.GaussRankScaler method) (src.dfencoder.scalers.NullScaler method) (src.dfencoder.scalers.StandardScaler method)

L

latent_distance() (src.ml_cfexplainer.explainer.distance.Distance method)

load_adult_income_dataset() (in module src.utils.helpers) logloss() (src.ml_cfexplainer.explainer.distance.Distance method)

M

ml_cfexplainer module module ml_cfexplainer src src.dfencoder src.dfencoder.autoencoder src.dfencoder.dataframe src.dfencoder.scalers src.ml_cfexplainer src.ml_cfexplainer.explainer src.ml_cfexplainer.explainer.cf_adult src.ml_cfexplainer.explainer.cf_simplebn src.ml_cfexplainer.explainer.distance src.ml_cfexplainer.explainer.prototype src.ml_cfexplainer.run_algorithm src.ml_cfexplainer.utils src.ml_cfexplainer.utils.AE_architecture src.ml_cfexplainer.utils.blackboxmodel src.ml_cfexplainer.utils.dataloader src.ml_cfexplainer.utils.vae_model src.test src.utils src.utils.AE_architecture src.utils.blackboxmodel src.utils.dataloader src.utils.helpers src.utils.vae_model stlearn.wrapper

N

normal_likelihood() (src.ml_cfexplainer.utils.vae_model.AutoEncoder method) (src.ml_cfexplainer.utils.vae_model.CF_VAE method) (src.utils.vae_model.AutoEncoder method) (src.utils.vae_model.CF_VAE method)

normalize_data() (src.ml_cfexplainer.utils.dataloader.DataLoader method) (src.utils.dataloader.DataLoader method) NullScaler (class in src.dfencoder.scalers)

O

ohe() (in module src.dfencoder.autoencoder)

one_hot_encode_data() (src.ml_cfexplainer.utils.dataloader.DataLoader method) (src.utils.dataloader.DataLoader method)

P

prepare_df() (src.dfencoder.autoencoder.AutoEncoder method) prepare_df_for_encoding() (src.ml_cfexplainer.utils.dataloader.DataLoader method) (src.utils.dataloader.DataLoader method)

prepare_query_instance() (src.ml_cfexplainer.utils.dataloader.DataLoader method) (src.utils.dataloader.DataLoader method) proto_loss() (src.ml_cfexplainer.explainer.distance.Distance method) pure_distance() (src.ml_cfexplainer.explainer.distance.Distance method)

S

sample_latent_code() (src.ml_cfexplainer.utils.vae_model.AutoEncoder method) (src.ml_cfexplainer.utils.vae_model.CF_VAE method) (src.utils.vae_model.AutoEncoder method) (src.utils.vae_model.CF_VAE method) social_cost() (src.ml_cfexplainer.explainer.distance.Distance method) split_data() (src.ml_cfexplainer.utils.dataloader.DataLoader method) (src.utils.dataloader.DataLoader method) src module src.dfencoder module src.dfencoder.autoencoder module src.dfencoder.dataframe module src.dfencoder.scalers module src.ml_cfexplainer module src.ml_cfexplainer.explainer module src.ml_cfexplainer.explainer.cf_adult module src.ml_cfexplainer.explainer.cf_simplebn module src.ml_cfexplainer.explainer.distance module src.ml_cfexplainer.explainer.prototype module

src.ml_cfexplainer.run_algorithm module src.ml_cfexplainer.utils module src.ml_cfexplainer.utils.AE_architecture module src.ml_cfexplainer.utils.blackboxmodel module src.ml_cfexplainer.utils.dataloader module src.ml_cfexplainer.utils.vae_model module src.test module src.utils module src.utils.AE_architecture module src.utils.blackboxmodel module src.utils.dataloader module src.utils.helpers module src.utils.vae_model module StandardScaler (class in src.dfencoder.scalers) stlearn.wrapper module swap() (src.dfencoder.dataframe.EncoderDataFrame method)

T

train_epoch() (src.dfencoder.autoencoder.AutoEncoder method) train_megabatch_epoch() (src.dfencoder.autoencoder.AutoEncoder method) training (src.dfencoder.autoencoder.AutoEncoder attribute) (src.dfencoder.autoencoder.CompleteLayer attribute) (src.ml_cfexplainer.utils.AE_architecture.autoencoder attribute) (src.ml_cfexplainer.utils.blackboxmodel.BlackBox attribute) (src.ml_cfexplainer.utils.vae_model.AutoEncoder attribute) (src.ml_cfexplainer.utils.vae_model.CF_VAE attribute) (src.utils.AE_architecture.autoencoder attribute) (src.utils.blackboxmodel.BlackBox attribute) (src.utils.vae_model.AutoEncoder attribute) (src.utils.vae_model.CF_VAE attribute)

transform() (src.dfencoder.scalers.GaussRankScaler method) (src.dfencoder.scalers.NullScaler method) (src.dfencoder.scalers.StandardScaler method) two_cate_dist() (src.ml_cfexplainer.explainer.distance.Distance method)