Index

_

__version__ (in module fasterrisk) _get_scores_and_risks() (fasterrisk.fasterrisk.RiskScoreClassifier method) _print_score_calculation_table() (fasterrisk.fasterrisk.RiskScoreClassifier method)

_print_score_risk_row() (fasterrisk.fasterrisk.RiskScoreClassifier method) _print_score_risk_table() (fasterrisk.fasterrisk.RiskScoreClassifier method) _sort_IntegerPool_on_logisticLoss() (fasterrisk.fasterrisk.RiskScoreOptimizer method)

A

auxilliary_rounding() (fasterrisk.rounding.starRaySearchModel method)

B

beamSearch_multipleSupports_via_OMP_by_1() (fasterrisk.sparseBeamSearch.sparseLogRegModel method) beta0 (fasterrisk.base_model.logRegModel attribute) beta0_ (fasterrisk.wrapper.FasterRisk attribute)

betas (fasterrisk.base_model.logRegModel attribute) betas_ (fasterrisk.wrapper.FasterRisk attribute) BinBinarizer (class in fasterrisk.binarization_util)

C

calc_text_height() (fasterrisk.score_visual.ScoreCardVisualizer method) check_bounds() (in module fasterrisk.utils) check_if_featureNames_come_from_RiskSLIM_GitHub_data() (in module fasterrisk.utils) child_size (fasterrisk.fasterrisk.RiskScoreOptimizer attribute) (fasterrisk.wrapper.FasterRisk attribute) coefficients (fasterrisk.fasterrisk.RiskScoreClassifier attribute) combine_images() (in module fasterrisk.score_visual) compute_cumulative() (in module fasterrisk.score_visual) compute_logisticLoss() (fasterrisk.fasterrisk.RiskScoreClassifier method)

compute_logisticLoss_from_betas_and_yX() (in module fasterrisk.utils) compute_logisticLoss_from_ExpyXB() (in module fasterrisk.utils) compute_logisticLoss_from_X_y_beta0_betas() (in module fasterrisk.utils) compute_logisticLoss_from_yXB() (in module fasterrisk.utils) compute_offset() (in module fasterrisk.score_visual) compute_priority() (fasterrisk.score_visual.ScoreCardVisualizer method) compute_yXB() (fasterrisk.base_model.logRegModel method) convert_continuous_df_to_binary_df() (in module fasterrisk.binarization_util) convert_y_to_neg_and_pos_1() (in module fasterrisk.utils) current_dir (in module fasterrisk.score_visual)

D

define_bounds() (fasterrisk.wrapper.FasterRisk static method) df (fasterrisk.score_visual.ScoreCardVisualizer attribute) df_table (fasterrisk.score_visual.TableVisualizer attribute) download_file_from_google_drive() (in module fasterrisk.utils) draw_box() (fasterrisk.score_visual.ScoreCardVisualizer method) (fasterrisk.score_visual.TableVisualizer method) draw_box_with_text() (fasterrisk.score_visual.ScoreCardVisualizer method) (fasterrisk.score_visual.TableVisualizer method)

draw_centered_text() (fasterrisk.score_visual.ScoreCardVisualizer method) (fasterrisk.score_visual.TableVisualizer method) draw_row() (fasterrisk.score_visual.ScoreCardVisualizer method) (fasterrisk.score_visual.TableVisualizer method) draw_rows() (fasterrisk.score_visual.ScoreCardVisualizer method) draw_table_header() (fasterrisk.score_visual.TableVisualizer method) draw_title() (fasterrisk.score_visual.TableVisualizer method)

E

early_stop_tolerance (fasterrisk.rounding.starRaySearchModel attribute)

expand_parent_i_support_via_OMP_by_1() (fasterrisk.sparseBeamSearch.sparseLogRegModel method) ExpyXB (fasterrisk.base_model.logRegModel attribute)

F

fasterrisk module FasterRisk (class in fasterrisk.wrapper) fasterrisk.base_model module fasterrisk.binarization_util module fasterrisk.fasterrisk module fasterrisk.rounding module fasterrisk.score_visual module fasterrisk.sparseBeamSearch module

fasterrisk.sparseDiversePool module fasterrisk.utils module fasterrisk.wrapper module featureIndex_to_groupIndex (fasterrisk.fasterrisk.RiskScoreOptimizer attribute) (fasterrisk.sparseBeamSearch.groupSparseLogRegModel attribute) (fasterrisk.sparseDiversePool.groupSparseDiversePoolLogRegModel attribute) (fasterrisk.wrapper.FasterRisk attribute) find_crop_x_boundaries() (in module fasterrisk.score_visual) finetune_on_current_support() (fasterrisk.base_model.logRegModel method) fit() (fasterrisk.binarization_util.BinBinarizer method) (fasterrisk.wrapper.FasterRisk method) fit_transform() (fasterrisk.binarization_util.BinBinarizer method) font_map (in module fasterrisk.score_visual)

G

gap_tolerance (fasterrisk.wrapper.FasterRisk attribute) generate_plot() (fasterrisk.score_visual.TableVisualizer method) generate_table() (fasterrisk.score_visual.TableVisualizer method) generate_visual_card() (fasterrisk.score_visual.ScoreCardVisualizer method) get_acc_and_auc() (fasterrisk.fasterrisk.RiskScoreClassifier method) get_all_product_booleans() (in module fasterrisk.utils) get_beta0_betas() (fasterrisk.base_model.logRegModel method) get_beta0_betas_ExpyXB() (fasterrisk.base_model.logRegModel method) get_confirm_token() (in module fasterrisk.utils) get_continuousFeatureName_from_binaryFeatureName() (in module fasterrisk.utils) get_dynamic_height() (fasterrisk.score_visual.ScoreCardVisualizer method) (fasterrisk.score_visual.TableVisualizer method) get_dynamic_width() (fasterrisk.score_visual.ScoreCardVisualizer method) (fasterrisk.score_visual.TableVisualizer method) get_grad_at_coord() (fasterrisk.base_model.logRegModel method) get_groupIndex_from_featureNames() (in module fasterrisk.utils) get_groupIndex_to_featureIndices() (in module fasterrisk.utils) get_lower_right() (fasterrisk.score_visual.ScoreCardVisualizer method) (fasterrisk.score_visual.TableVisualizer method) get_max_features() (in module fasterrisk.wrapper) get_model_params() (fasterrisk.wrapper.FasterRisk method) get_models() (fasterrisk.fasterrisk.RiskScoreOptimizer method)

get_models_in_dict() (fasterrisk.fasterrisk.RiskScoreOptimizer method) get_multipliers_for_line_search() (fasterrisk.rounding.starRaySearchModel method) get_nonsupport_indices() (in module fasterrisk.utils) get_original_beta0_betas() (fasterrisk.base_model.logRegModel method) get_rounding_distance_and_dimension() (fasterrisk.rounding.starRaySearchModel method) get_sparse_sol_via_OMP() (fasterrisk.sparseBeamSearch.sparseLogRegModel method) get_sparseDiversePool() (fasterrisk.sparseDiversePool.sparseDiversePoolLogRegModel method) get_support_indices() (in module fasterrisk.utils) get_upper_left() (fasterrisk.score_visual.ScoreCardVisualizer method) (fasterrisk.score_visual.TableVisualizer method) getAvailableIndices_for_expansion() (fasterrisk.sparseBeamSearch.groupSparseLogRegModel method) (fasterrisk.sparseBeamSearch.sparseLogRegModel method) getAvailableIndices_for_expansion_but_avoid_l() (fasterrisk.sparseDiversePool.groupSparseDiversePoolLogRegModel method) (fasterrisk.sparseDiversePool.sparseDiversePoolLogRegModel method) group_sparsity (fasterrisk.binarization_util.BinBinarizer attribute) (fasterrisk.fasterrisk.RiskScoreOptimizer attribute) (fasterrisk.sparseBeamSearch.groupSparseLogRegModel attribute) (fasterrisk.sparseDiversePool.groupSparseDiversePoolLogRegModel attribute) (fasterrisk.wrapper.FasterRisk attribute) groupIndex_to_featureIndices (fasterrisk.sparseBeamSearch.groupSparseLogRegModel attribute) (fasterrisk.sparseDiversePool.groupSparseDiversePoolLogRegModel attribute) groupSparseDiversePoolLogRegModel (class in fasterrisk.sparseDiversePool) groupSparseLogRegModel (class in fasterrisk.sparseBeamSearch)

I

insertIntercept_asFirstColOf_X() (in module fasterrisk.utils) IntegerPoolIsSorted (fasterrisk.fasterrisk.RiskScoreOptimizer attribute) intercept (fasterrisk.base_model.logRegModel attribute) (fasterrisk.fasterrisk.RiskScoreClassifier attribute)

interval_to_string() (fasterrisk.score_visual.ScoreCardVisualizer method) isEqual_upTo_16decimal() (in module fasterrisk.utils) isEqual_upTo_8decimal() (in module fasterrisk.utils)

K

k (fasterrisk.fasterrisk.RiskScoreOptimizer attribute) (fasterrisk.wrapper.FasterRisk attribute)

L

lambda2 (fasterrisk.base_model.logRegModel attribute) lb (fasterrisk.fasterrisk.RiskScoreOptimizer attribute) (fasterrisk.wrapper.FasterRisk attribute) lbs (fasterrisk.base_model.logRegModel attribute)

line_search_scale_and_round() (fasterrisk.rounding.starRaySearchModel method) lineSearch_early_stop_tolerance (fasterrisk.wrapper.FasterRisk attribute) Lipschitz (fasterrisk.base_model.logRegModel attribute) logRegModel (class in fasterrisk.base_model)

M

make_frame() (fasterrisk.score_visual.ScoreCardVisualizer method) (fasterrisk.score_visual.TableVisualizer method) max_num_thresholds_per_feature (fasterrisk.binarization_util.BinBinarizer attribute) maxAttempts (fasterrisk.wrapper.FasterRisk attribute) module fasterrisk fasterrisk.base_model fasterrisk.binarization_util fasterrisk.fasterrisk fasterrisk.rounding fasterrisk.score_visual fasterrisk.sparseBeamSearch fasterrisk.sparseDiversePool fasterrisk.utils fasterrisk.wrapper

multiplier (fasterrisk.fasterrisk.RiskScoreClassifier attribute) multipliers (fasterrisk.fasterrisk.RiskScoreOptimizer attribute) multipliers_ (fasterrisk.wrapper.FasterRisk attribute)

N

n (fasterrisk.rounding.starRaySearchModel attribute) nan_onehot_single_column() (in module fasterrisk.binarization_util)

normalize_X() (in module fasterrisk.utils) num_ray_search (fasterrisk.rounding.starRaySearchModel attribute) (fasterrisk.wrapper.FasterRisk attribute)

O

optimize() (fasterrisk.fasterrisk.RiskScoreOptimizer method) optimize_1step_at_coord() (fasterrisk.base_model.logRegModel method)

output_to_score_intervals() (in module fasterrisk.score_visual) output_to_score_risk_df() (in module fasterrisk.score_visual)

P

p (fasterrisk.rounding.starRaySearchModel attribute) parent_size (fasterrisk.fasterrisk.RiskScoreOptimizer attribute) (fasterrisk.wrapper.FasterRisk attribute) predict() (fasterrisk.fasterrisk.RiskScoreClassifier method) (fasterrisk.wrapper.FasterRisk method)

predict_prob() (fasterrisk.fasterrisk.RiskScoreClassifier method) predict_proba() (fasterrisk.wrapper.FasterRisk method) print_model_card() (fasterrisk.fasterrisk.RiskScoreClassifier method) print_risk_card() (fasterrisk.wrapper.FasterRisk method)

R

reset_featureNames() (fasterrisk.fasterrisk.RiskScoreClassifier method) RiskScoreClassifier (class in fasterrisk.fasterrisk)

RiskScoreOptimizer (class in fasterrisk.fasterrisk) rng (fasterrisk.binarization_util.BinBinarizer attribute)

S

sampling_seed (fasterrisk.binarization_util.BinBinarizer attribute) sampling_weights (fasterrisk.binarization_util.BinBinarizer attribute) save_img_to_pdf() (in module fasterrisk.score_visual) save_response_content() (in module fasterrisk.utils) scaled_coefficients (fasterrisk.fasterrisk.RiskScoreClassifier attribute) scaled_intercept (fasterrisk.fasterrisk.RiskScoreClassifier attribute) ScoreCardVisualizer (class in fasterrisk.score_visual) scrape_to_df() (in module fasterrisk.score_visual) select_top_m (fasterrisk.wrapper.FasterRisk attribute) set_fonts() (fasterrisk.score_visual.ScoreCardVisualizer method) (fasterrisk.score_visual.TableVisualizer method) set_visual_sizes() (fasterrisk.score_visual.ScoreCardVisualizer method) (fasterrisk.score_visual.TableVisualizer method)

setup() (fasterrisk.score_visual.TableVisualizer method) shift_coefficients() (in module fasterrisk.wrapper) sparseDiversePool_beta0_integer (fasterrisk.fasterrisk.RiskScoreOptimizer attribute) sparseDiversePool_betas_integer (fasterrisk.fasterrisk.RiskScoreOptimizer attribute) sparseDiversePoolLogRegModel (class in fasterrisk.sparseDiversePool) sparseDiverseSet_gap_tolerance (fasterrisk.fasterrisk.RiskScoreOptimizer attribute) sparseDiverseSet_maxAttempts (fasterrisk.fasterrisk.RiskScoreOptimizer attribute) sparseDiverseSet_select_top_m (fasterrisk.fasterrisk.RiskScoreOptimizer attribute) sparseLogRegModel (class in fasterrisk.sparseBeamSearch) star_ray_search_scale_and_round() (fasterrisk.rounding.starRaySearchModel method) starRaySearchModel (class in fasterrisk.rounding) starRaySearchModel_object (fasterrisk.fasterrisk.RiskScoreOptimizer attribute)

T

TableVisualizer (class in fasterrisk.score_visual) total_child_added (fasterrisk.base_model.logRegModel attribute) transform() (fasterrisk.binarization_util.BinBinarizer method)

transform_coefficients_to_normalized_space() (fasterrisk.base_model.logRegModel method) transform_coefficients_to_original_space() (fasterrisk.base_model.logRegModel method) twoLambda2 (fasterrisk.base_model.logRegModel attribute)

U

ub (fasterrisk.fasterrisk.RiskScoreOptimizer attribute) (fasterrisk.wrapper.FasterRisk attribute)

ubs (fasterrisk.base_model.logRegModel attribute) update_ExpyXB() (fasterrisk.base_model.logRegModel method)

V

visualize_risk_card() (fasterrisk.wrapper.FasterRisk method)

W

warm_start_from_beta0_betas() (fasterrisk.base_model.logRegModel method) warm_start_from_beta0_betas_ExpyXB() (fasterrisk.base_model.logRegModel method)

warm_start_from_original_beta0_betas() (fasterrisk.base_model.logRegModel method) whether_interval (fasterrisk.binarization_util.BinBinarizer attribute)

X

X (fasterrisk.base_model.logRegModel attribute) (fasterrisk.fasterrisk.RiskScoreOptimizer attribute) (fasterrisk.rounding.starRaySearchModel attribute)

X_shape (fasterrisk.fasterrisk.RiskScoreOptimizer attribute) X_train (fasterrisk.fasterrisk.RiskScoreClassifier attribute)

Y

y (fasterrisk.base_model.logRegModel attribute) (fasterrisk.fasterrisk.RiskScoreOptimizer attribute) (fasterrisk.rounding.starRaySearchModel attribute) y_shape (fasterrisk.fasterrisk.RiskScoreOptimizer attribute)

y_unique (fasterrisk.fasterrisk.RiskScoreOptimizer attribute) y_unique_expected (fasterrisk.fasterrisk.RiskScoreOptimizer attribute) yX (fasterrisk.base_model.logRegModel attribute) (fasterrisk.rounding.starRaySearchModel attribute) yXT (fasterrisk.base_model.logRegModel attribute)