Index

_

_auc_score (backbone_learn.heuristic_solvers.cart_decision_tree.CARTDecisionTree attribute) _model (backbone_learn.heuristic_solvers.cart_decision_tree.CARTDecisionTree attribute) (backbone_learn.heuristic_solvers.lasso_regression.LassoRegression attribute)

_mse_score (backbone_learn.heuristic_solvers.lasso_regression.LassoRegression attribute)

A

accuracy_score (backbone_learn.exact_solvers.benders_oct_decision_tree.BendersOCTDecisionTree attribute)

auc_score (backbone_learn.heuristic_solvers.cart_decision_tree.CARTDecisionTree property)

B

backbone_learn module backbone_learn.exact_solvers module backbone_learn.exact_solvers.benders_oct_decision_tree module backbone_learn.exact_solvers.exact_solver_base module backbone_learn.exact_solvers.lobnb_regression module backbone_learn.exact_solvers.lobnb_regression_model module backbone_learn.exact_solvers.mio_clustering module backbone_learn.heuristic_solvers module backbone_learn.heuristic_solvers.cart_decision_tree module

backbone_learn.heuristic_solvers.heauristic_solver_base module backbone_learn.heuristic_solvers.kmeans_solver module backbone_learn.heuristic_solvers.lasso_regression module backbone_learn.screen_selectors module backbone_learn.screen_selectors.linear_regression_selector module backbone_learn.screen_selectors.pearson_correlation_selector module backbone_learn.screen_selectors.screen_selector_base module backbone_learn.screen_selectors.variable_selector module BendersOCTDecisionTree (class in backbone_learn.exact_solvers.benders_oct_decision_tree)

C

calculate_utilities() (backbone_learn.screen_selectors.linear_regression_selector.LinearRegressionSelector method) (backbone_learn.screen_selectors.pearson_correlation_selector.PearsonCorrelationSelector method) (backbone_learn.screen_selectors.screen_selector_base.ScreenSelectorBase method) CARTDecisionTree (class in backbone_learn.heuristic_solvers.cart_decision_tree)

coefficients (backbone_learn.exact_solvers.lobnb_regression_model.L0BnBRegressionModel attribute) compute_covariance() (backbone_learn.screen_selectors.pearson_correlation_selector.PearsonCorrelationSelector static method) compute_mean() (backbone_learn.screen_selectors.pearson_correlation_selector.PearsonCorrelationSelector static method) compute_std() (backbone_learn.screen_selectors.pearson_correlation_selector.PearsonCorrelationSelector static method)

E

enc (backbone_learn.exact_solvers.benders_oct_decision_tree.BendersOCTDecisionTree attribute) est_X (backbone_learn.exact_solvers.benders_oct_decision_tree.BendersOCTDecisionTree attribute)

euclidean_distance() (backbone_learn.exact_solvers.mio_clustering.MIOClustering static method) ExactSolverBase (class in backbone_learn.exact_solvers.exact_solver_base) extract_cluster_means() (backbone_learn.exact_solvers.mio_clustering.MIOClustering method)

F

fit() (backbone_learn.exact_solvers.benders_oct_decision_tree.BendersOCTDecisionTree method) (backbone_learn.exact_solvers.exact_solver_base.ExactSolverBase method) (backbone_learn.exact_solvers.lobnb_regression.L0BnBRegression method) (backbone_learn.exact_solvers.lobnb_regression_model.L0BnBRegressionModel method) (backbone_learn.exact_solvers.mio_clustering.MIOClustering method) (backbone_learn.heuristic_solvers.cart_decision_tree.CARTDecisionTree method) (backbone_learn.heuristic_solvers.heauristic_solver_base.HeuristicSolverBase method) (backbone_learn.heuristic_solvers.kmeans_solver.KMeansSolver method) (backbone_learn.heuristic_solvers.lasso_regression.LassoRegression method)

fit_preprocessors() (backbone_learn.exact_solvers.benders_oct_decision_tree.BendersOCTDecisionTree method)

G

get_relevant_variables() (backbone_learn.heuristic_solvers.cart_decision_tree.CARTDecisionTree method) (backbone_learn.heuristic_solvers.heauristic_solver_base.HeuristicSolverBase method) (backbone_learn.heuristic_solvers.kmeans_solver.KMeansSolver method) (backbone_learn.heuristic_solvers.lasso_regression.LassoRegression method)

H

HeuristicSolverBase (class in backbone_learn.heuristic_solvers.heauristic_solver_base)

I

intercept (backbone_learn.exact_solvers.lobnb_regression_model.L0BnBRegressionModel attribute)

K

keep_top_features() (backbone_learn.heuristic_solvers.lasso_regression.LassoRegression method)

KMeansSolver (class in backbone_learn.heuristic_solvers.kmeans_solver)

L

L0BnBRegression (class in backbone_learn.exact_solvers.lobnb_regression) L0BnBRegressionModel (class in backbone_learn.exact_solvers.lobnb_regression_model)

lambda_2 (backbone_learn.exact_solvers.lobnb_regression_model.L0BnBRegressionModel attribute) LassoRegression (class in backbone_learn.heuristic_solvers.lasso_regression) LinearRegressionSelector (class in backbone_learn.screen_selectors.linear_regression_selector)

M

max_nonzeros (backbone_learn.exact_solvers.lobnb_regression_model.L0BnBRegressionModel attribute) MIOClustering (class in backbone_learn.exact_solvers.mio_clustering) model (backbone_learn.exact_solvers.benders_oct_decision_tree.BendersOCTDecisionTree attribute) (backbone_learn.exact_solvers.benders_oct_decision_tree.BendersOCTDecisionTree property) (backbone_learn.exact_solvers.exact_solver_base.ExactSolverBase property) (backbone_learn.exact_solvers.lobnb_regression.L0BnBRegression attribute) (backbone_learn.heuristic_solvers.heauristic_solver_base.HeuristicSolverBase property) module backbone_learn backbone_learn.exact_solvers backbone_learn.exact_solvers.benders_oct_decision_tree backbone_learn.exact_solvers.exact_solver_base backbone_learn.exact_solvers.lobnb_regression backbone_learn.exact_solvers.lobnb_regression_model backbone_learn.exact_solvers.mio_clustering backbone_learn.heuristic_solvers backbone_learn.heuristic_solvers.cart_decision_tree backbone_learn.heuristic_solvers.heauristic_solver_base backbone_learn.heuristic_solvers.kmeans_solver backbone_learn.heuristic_solvers.lasso_regression backbone_learn.screen_selectors backbone_learn.screen_selectors.linear_regression_selector backbone_learn.screen_selectors.pearson_correlation_selector backbone_learn.screen_selectors.screen_selector_base backbone_learn.screen_selectors.variable_selector

mse_score (backbone_learn.heuristic_solvers.lasso_regression.LassoRegression property)

P

PearsonCorrelationSelector (class in backbone_learn.screen_selectors.pearson_correlation_selector) predict() (backbone_learn.exact_solvers.benders_oct_decision_tree.BendersOCTDecisionTree method) (backbone_learn.exact_solvers.exact_solver_base.ExactSolverBase method) (backbone_learn.exact_solvers.lobnb_regression.L0BnBRegression method) (backbone_learn.exact_solvers.lobnb_regression_model.L0BnBRegressionModel method) (backbone_learn.exact_solvers.mio_clustering.MIOClustering method) (backbone_learn.heuristic_solvers.cart_decision_tree.CARTDecisionTree method) (backbone_learn.heuristic_solvers.lasso_regression.LassoRegression method)

preprocess_features() (backbone_learn.exact_solvers.benders_oct_decision_tree.BendersOCTDecisionTree method)

S

ScreenSelectorBase (class in backbone_learn.screen_selectors.screen_selector_base) select() (backbone_learn.screen_selectors.screen_selector_base.ScreenSelectorBase method) (backbone_learn.screen_selectors.variable_selector.VariableSelector method)

select_indices() (backbone_learn.screen_selectors.screen_selector_base.ScreenSelectorBase static method)

V

VariableSelector (class in backbone_learn.screen_selectors.variable_selector)