backbone-learn
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Installation
Sparse Regression with L0BnB Model
Decision Trees with BendersOCT Model
Clustering with MIO Formulation Model
Overview
What do we mean by indicators?
Backbone Framework
Custom Implementation Guide
Example Usage for Customized Backbone Algorithm
Contributing to BackboneLearn
Code of Conduct for BackboneLearn
backbone_learn package
backbone_learn.screen_selectors package
backbone_learn.heuristic_solvers package
backbone_learn.exact_solvers package
backbone-learn
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Index
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Index
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A
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B
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C
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E
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F
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G
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H
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I
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K
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L
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M
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P
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_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)