Index Symbols | _ | A | B | C | D | E | F | G | I | K | L | M | N | P | Q | R | S | T | X | Y Symbols \tilde 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.ClusterImportance method) (hidimstat.D0CRT method) (hidimstat.DesparsifiedLasso method) (hidimstat.EnCluDL method) (hidimstat.EnsembleImportance method) (hidimstat.LOCI method) (hidimstat.LOCICV method) (hidimstat.LOCO method) (hidimstat.LOCOCV method) (hidimstat.ModelXKnockoff method) (hidimstat.PFI method) (hidimstat.PFICV method) (hidimstat.SAGE method) (hidimstat.samplers.ConditionalSampler method) (hidimstat.samplers.GaussianKnockoffs method) (hidimstat.visualization.ALE method) (hidimstat.visualization.PDP method) A ALE (class in hidimstat.visualization) 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 ClusterImportance (class in hidimstat) Conditional Feature Importance conditional permutation of a feature 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 EnsembleImportance (class in hidimstat) F False Discovery Proportion False Discovery Rate FDP FDR 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.ClusterImportance method) (hidimstat.D0CRT method) (hidimstat.DesparsifiedLasso method) (hidimstat.EnCluDL method) (hidimstat.EnsembleImportance method) (hidimstat.LOCI method) (hidimstat.LOCICV method) (hidimstat.LOCO method) (hidimstat.LOCOCV method) (hidimstat.ModelXKnockoff method) (hidimstat.PFI method) (hidimstat.PFICV method) (hidimstat.SAGE 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.ClusterImportance method) (hidimstat.D0CRT method) (hidimstat.DesparsifiedLasso method) (hidimstat.EnCluDL method) (hidimstat.EnsembleImportance method) (hidimstat.LOCI method) (hidimstat.LOCICV method) (hidimstat.LOCO method) (hidimstat.LOCOCV method) (hidimstat.ModelXKnockoff method) (hidimstat.PFI method) (hidimstat.PFICV method) (hidimstat.SAGE 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.ClusterImportance method) (hidimstat.D0CRT method) (hidimstat.DesparsifiedLasso method) (hidimstat.EnCluDL method) (hidimstat.EnsembleImportance method) (hidimstat.LOCI method) (hidimstat.LOCICV 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.ClusterImportance method) (hidimstat.D0CRT method) (hidimstat.DesparsifiedLasso method) (hidimstat.EnCluDL method) (hidimstat.EnsembleImportance method) (hidimstat.LOCI method) (hidimstat.LOCICV method) (hidimstat.LOCO method) (hidimstat.LOCOCV method) (hidimstat.ModelXKnockoff method) (hidimstat.PFI method) (hidimstat.PFICV method) (hidimstat.SAGE 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.ClusterImportance method) (hidimstat.D0CRT method) (hidimstat.DesparsifiedLasso method) (hidimstat.EnCluDL method) (hidimstat.EnsembleImportance method) (hidimstat.LOCI method) (hidimstat.LOCICV method) (hidimstat.LOCO method) (hidimstat.LOCOCV method) (hidimstat.ModelXKnockoff method) (hidimstat.PFI method) (hidimstat.PFICV method) (hidimstat.SAGE method) (hidimstat.samplers.GaussianKnockoffs 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.ClusterImportance method) (hidimstat.D0CRT method) (hidimstat.DesparsifiedLasso method) (hidimstat.EnCluDL method) (hidimstat.EnsembleImportance method) (hidimstat.LOCI method) (hidimstat.LOCICV method) (hidimstat.LOCO method) (hidimstat.LOCOCV method) (hidimstat.ModelXKnockoff method) (hidimstat.PFI method) (hidimstat.PFICV method) (hidimstat.SAGE method) (hidimstat.samplers.GaussianKnockoffs 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.ClusterImportance method) (hidimstat.D0CRT method) (hidimstat.DesparsifiedLasso method) (hidimstat.EnCluDL method) (hidimstat.EnsembleImportance method) (hidimstat.LOCI method) (hidimstat.LOCICV 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.ClusterImportance method) (hidimstat.D0CRT method) (hidimstat.DesparsifiedLasso method) (hidimstat.EnCluDL method) (hidimstat.EnsembleImportance method) (hidimstat.LOCI method) (hidimstat.LOCICV method) (hidimstat.LOCO method) (hidimstat.LOCOCV method) (hidimstat.ModelXKnockoff method) (hidimstat.PFI method) (hidimstat.PFICV method) (hidimstat.SAGE method) index K knockoff feature knockoff_threshold() (hidimstat.ModelXKnockoff static method) L lasso_coefficient_difference_statistic() (hidimstat.ModelXKnockoff static method) Leave-One-Covariate-Out LOCI (class in hidimstat) loci_importance() (in module hidimstat) LOCICV (class in hidimstat) LOCO (class in hidimstat) loco_importance() (in module hidimstat) LOCOCV (class in hidimstat) M marginal permutation of a feature 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.ALE method) (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.ClusterImportance method) (hidimstat.D0CRT method) (hidimstat.DesparsifiedLasso method) (hidimstat.EnCluDL method) (hidimstat.EnsembleImportance method) (hidimstat.LOCI method) (hidimstat.LOCICV method) (hidimstat.LOCO method) (hidimstat.LOCOCV method) (hidimstat.ModelXKnockoff method) (hidimstat.PFI method) (hidimstat.PFICV method) (hidimstat.SAGE 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.ClusterImportance method) (hidimstat.D0CRT method) (hidimstat.DesparsifiedLasso method) (hidimstat.EnCluDL method) (hidimstat.EnsembleImportance method) (hidimstat.LOCI method) (hidimstat.LOCICV method) (hidimstat.LOCO method) (hidimstat.LOCOCV method) (hidimstat.ModelXKnockoff method) (hidimstat.PFI method) (hidimstat.PFICV method) (hidimstat.SAGE method) Q quantile_aggregation() (in module hidimstat.statistical_tools.aggregation) R reid() (in module hidimstat.desparsified_lasso) S SAGE (class in hidimstat) 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.ClusterImportance method) (hidimstat.D0CRT method) (hidimstat.DesparsifiedLasso method) (hidimstat.EnCluDL method) (hidimstat.EnsembleImportance method) (hidimstat.LOCI method) (hidimstat.LOCICV method) (hidimstat.LOCO method) (hidimstat.LOCOCV method) (hidimstat.ModelXKnockoff method) (hidimstat.PFI method) (hidimstat.PFICV method) (hidimstat.SAGE method) (hidimstat.samplers.GaussianKnockoffs method) T target X X^{-G} X^{-j} X^{\pi (j)} X^{\pi(j| -j)} X^{j} Y Y, y
