Index _ | B | C | D | E | F | G | I | K | L | M | N | P | Q | R | S | X _ __init__() (hidimstat.base_perturbation.BasePerturbation method) (hidimstat.base_perturbation.BasePerturbationCV method) (hidimstat.base_variable_importance.BaseVariableImportance method) (hidimstat.base_variable_importance.GroupVariableImportanceMixin method) (hidimstat.CFI method) (hidimstat.CFICV method) (hidimstat.CluDL method) (hidimstat.D0CRT method) (hidimstat.DesparsifiedLasso method) (hidimstat.EnCluDL method) (hidimstat.LOCO method) (hidimstat.LOCOCV method) (hidimstat.ModelXKnockoff method) (hidimstat.PFI method) (hidimstat.PFICV method) (hidimstat.samplers.ConditionalSampler method) (hidimstat.samplers.GaussianKnockoffs method) (hidimstat.visualization.PDP method) B BasePerturbation (class in hidimstat.base_perturbation) BasePerturbationCV (class in hidimstat.base_perturbation) BaseVariableImportance (class in hidimstat.base_variable_importance) C CFI (class in hidimstat) cfi_importance() (in module hidimstat) CFICV (class in hidimstat) CluDL (class in hidimstat) Clustered Desparsified Lasso Conditional Feature Importance ConditionalSampler (class in hidimstat.samplers) D D0CRT (class in hidimstat) d0crt_importance() (in module hidimstat) desparsified_lasso_importance() (in module hidimstat) DesparsifiedLasso (class in hidimstat) Distilled Conditional Randomization Testing E EnCluDL (class in hidimstat) Ensemble Clustered Desparsified Lasso F False Discovery Proportion FDP fdr_selection() (hidimstat.base_perturbation.BasePerturbation method) (hidimstat.base_perturbation.BasePerturbationCV method) (hidimstat.base_variable_importance.BaseVariableImportance method) (hidimstat.CFI method) (hidimstat.CFICV method) (hidimstat.CluDL method) (hidimstat.D0CRT method) (hidimstat.DesparsifiedLasso method) (hidimstat.EnCluDL method) (hidimstat.LOCO method) (hidimstat.LOCOCV method) (hidimstat.ModelXKnockoff method) (hidimstat.PFI method) (hidimstat.PFICV method) fit() (hidimstat.base_perturbation.BasePerturbation method) (hidimstat.base_perturbation.BasePerturbationCV method) (hidimstat.base_variable_importance.GroupVariableImportanceMixin method) (hidimstat.CFI method) (hidimstat.CFICV method) (hidimstat.CluDL method) (hidimstat.D0CRT method) (hidimstat.DesparsifiedLasso method) (hidimstat.EnCluDL method) (hidimstat.LOCO method) (hidimstat.LOCOCV method) (hidimstat.ModelXKnockoff method) (hidimstat.PFI method) (hidimstat.PFICV method) (hidimstat.samplers.ConditionalSampler method) (hidimstat.samplers.GaussianKnockoffs method) fit_importance() (hidimstat.base_perturbation.BasePerturbation method) (hidimstat.base_perturbation.BasePerturbationCV method) (hidimstat.CFI method) (hidimstat.CFICV method) (hidimstat.CluDL method) (hidimstat.D0CRT method) (hidimstat.DesparsifiedLasso method) (hidimstat.EnCluDL method) (hidimstat.LOCO method) (hidimstat.LOCOCV method) (hidimstat.ModelXKnockoff method) (hidimstat.PFI method) (hidimstat.PFICV method) fwer_selection() (hidimstat.base_perturbation.BasePerturbation method) (hidimstat.base_perturbation.BasePerturbationCV method) (hidimstat.base_variable_importance.BaseVariableImportance method) (hidimstat.CFI method) (hidimstat.CFICV method) (hidimstat.CluDL method) (hidimstat.D0CRT method) (hidimstat.DesparsifiedLasso method) (hidimstat.EnCluDL method) (hidimstat.LOCO method) (hidimstat.LOCOCV method) (hidimstat.ModelXKnockoff method) (hidimstat.PFI method) (hidimstat.PFICV method) G GaussianKnockoffs (class in hidimstat.samplers) get_metadata_routing() (hidimstat.base_perturbation.BasePerturbation method) (hidimstat.base_perturbation.BasePerturbationCV method) (hidimstat.base_variable_importance.BaseVariableImportance method) (hidimstat.CFI method) (hidimstat.CFICV method) (hidimstat.CluDL method) (hidimstat.D0CRT method) (hidimstat.DesparsifiedLasso method) (hidimstat.EnCluDL method) (hidimstat.LOCO method) (hidimstat.LOCOCV method) (hidimstat.ModelXKnockoff method) (hidimstat.PFI method) (hidimstat.PFICV method) get_params() (hidimstat.base_perturbation.BasePerturbation method) (hidimstat.base_perturbation.BasePerturbationCV method) (hidimstat.base_variable_importance.BaseVariableImportance method) (hidimstat.CFI method) (hidimstat.CFICV method) (hidimstat.CluDL method) (hidimstat.D0CRT method) (hidimstat.DesparsifiedLasso method) (hidimstat.EnCluDL method) (hidimstat.LOCO method) (hidimstat.LOCOCV method) (hidimstat.ModelXKnockoff method) (hidimstat.PFI method) (hidimstat.PFICV method) GroupVariableImportanceMixin (class in hidimstat.base_variable_importance) I importance() (hidimstat.base_perturbation.BasePerturbation method) (hidimstat.base_perturbation.BasePerturbationCV method) (hidimstat.CFI method) (hidimstat.CFICV method) (hidimstat.CluDL method) (hidimstat.D0CRT method) (hidimstat.DesparsifiedLasso method) (hidimstat.EnCluDL method) (hidimstat.LOCO method) (hidimstat.LOCOCV method) (hidimstat.ModelXKnockoff method) (hidimstat.PFI method) (hidimstat.PFICV method) importance_selection() (hidimstat.base_perturbation.BasePerturbation method) (hidimstat.base_perturbation.BasePerturbationCV method) (hidimstat.base_variable_importance.BaseVariableImportance method) (hidimstat.CFI method) (hidimstat.CFICV method) (hidimstat.CluDL method) (hidimstat.D0CRT method) (hidimstat.DesparsifiedLasso method) (hidimstat.EnCluDL method) (hidimstat.LOCO method) (hidimstat.LOCOCV method) (hidimstat.ModelXKnockoff method) (hidimstat.PFI method) (hidimstat.PFICV method) K knockoff_threshold() (hidimstat.ModelXKnockoff static method) L lasso_coefficient_difference_statistic() (hidimstat.ModelXKnockoff static method) Leave-One-Covariate-Out LOCO (class in hidimstat) loco_importance() (in module hidimstat) LOCOCV (class in hidimstat) M minus group minus index model_x_knockoff_importance() (in module hidimstat) ModelXKnockoff (class in hidimstat) N nadeau_bengio_ttest() (in module hidimstat.statistical_tools) P PDP (class in hidimstat.visualization) Permutation Feature Importance PFI (class in hidimstat) pfi_importance() (in module hidimstat) PFICV (class in hidimstat) plot() (hidimstat.visualization.PDP method) plot_importance() (hidimstat.base_perturbation.BasePerturbation method) (hidimstat.base_perturbation.BasePerturbationCV method) (hidimstat.base_variable_importance.BaseVariableImportance method) (hidimstat.CFI method) (hidimstat.CFICV method) (hidimstat.CluDL method) (hidimstat.D0CRT method) (hidimstat.DesparsifiedLasso method) (hidimstat.EnCluDL method) (hidimstat.LOCO method) (hidimstat.LOCOCV method) (hidimstat.ModelXKnockoff method) (hidimstat.PFI method) (hidimstat.PFICV method) pvalue_selection() (hidimstat.base_perturbation.BasePerturbation method) (hidimstat.base_perturbation.BasePerturbationCV method) (hidimstat.base_variable_importance.BaseVariableImportance method) (hidimstat.CFI method) (hidimstat.CFICV method) (hidimstat.CluDL method) (hidimstat.D0CRT method) (hidimstat.DesparsifiedLasso method) (hidimstat.EnCluDL method) (hidimstat.LOCO method) (hidimstat.LOCOCV method) (hidimstat.ModelXKnockoff method) (hidimstat.PFI method) (hidimstat.PFICV method) Q quantile_aggregation() (in module hidimstat.statistical_tools.aggregation) R reid() (in module hidimstat.desparsified_lasso) S sample() (hidimstat.samplers.ConditionalSampler method) (hidimstat.samplers.GaussianKnockoffs method) set_params() (hidimstat.base_perturbation.BasePerturbation method) (hidimstat.base_perturbation.BasePerturbationCV method) (hidimstat.base_variable_importance.BaseVariableImportance method) (hidimstat.CFI method) (hidimstat.CFICV method) (hidimstat.CluDL method) (hidimstat.D0CRT method) (hidimstat.DesparsifiedLasso method) (hidimstat.EnCluDL method) (hidimstat.LOCO method) (hidimstat.LOCOCV method) (hidimstat.ModelXKnockoff method) (hidimstat.PFI method) (hidimstat.PFICV method) X X^{-j} X_{-G}