Index _ | A | B | C | E | F | H | I | L | M | N | O | P | Q | R | S | T | Y _ _fold_start_times (nestkit.callbacks.LoggingCallback attribute) _results (nestkit.comparison.NestedCVComparator attribute) A add() (nestkit.comparison.NestedCVComparator method) alpha (nestkit.conformal.ClassifierConformalResult attribute) (nestkit.conformal.RegressorConformalResult attribute) B balanced_accuracy_criterion() (in module nestkit.thresholding) bayesian_comparison() (nestkit.comparison.NestedCVComparator method) best_inner_score (nestkit.results.ClassifierOuterFoldResult attribute) (nestkit.results.RegressorOuterFoldResult attribute) best_params (nestkit.results.ClassifierOuterFoldResult attribute) (nestkit.results.RegressorOuterFoldResult attribute) best_params_per_fold (nestkit.diagnostics.HyperparameterStability attribute) bin_counts (nestkit.conformal.RegressorConformalResult attribute) bin_edges (nestkit.conformal.RegressorConformalResult attribute) bin_quantiles (nestkit.conformal.RegressorConformalResult attribute) brier_decomposition() (nestkit.calibration.CalibrationDiagnostics static method) brier_score() (nestkit.calibration.CalibrationDiagnostics static method) C calibration_method (nestkit.results.ClassifierOuterFoldResult attribute) calibration_report() (nestkit.ClassifierResults method) CalibrationDiagnostics (class in nestkit.calibration) calibrator (nestkit.results.ClassifierOuterFoldResult attribute) CheckpointCallback (class in nestkit.callbacks) classification_report_pooled() (nestkit.ClassifierResults method) ClassifierConformalResult (class in nestkit.conformal) ClassifierOuterFoldResult (class in nestkit.results) ClassifierResults (class in nestkit) compare_before_after() (nestkit.calibration.CalibrationDiagnostics static method) compute() (nestkit.importance.FeatureImportanceAggregator method) conformal_coverage (nestkit.results.ClassifierOuterFoldResult attribute) conformal_prediction_sets (nestkit.results.ClassifierOuterFoldResult attribute) conformal_report() (nestkit.ClassifierResults method) conformal_result (nestkit.results.ClassifierOuterFoldResult attribute) conformal_set_sizes (nestkit.results.ClassifierOuterFoldResult attribute) confusion_matrix_default (nestkit.results.ClassifierOuterFoldResult attribute) confusion_matrix_optimized (nestkit.results.ClassifierOuterFoldResult attribute) consensus_features() (nestkit.importance.FeatureImportanceAggregator method) corrected_paired_ttest() (nestkit.comparison.NestedCVComparator method) cost_sensitive() (in module nestkit.thresholding) coverage (nestkit.results.RegressorOuterFoldResult attribute) criterion_name (nestkit.thresholding.ThresholdResult attribute) criterion_value_at_optimum (nestkit.thresholding.ThresholdResult attribute) cv_results_ (nestkit.inner.InnerCVReport attribute) E expected_calibration_error() (nestkit.calibration.CalibrationDiagnostics static method) F f_beta_criterion() (in module nestkit.thresholding) fallback_quantiles (nestkit.conformal.RegressorConformalResult attribute) FeatureImportanceAggregator (class in nestkit.importance) finalize() (nestkit.ClassifierResults method) (nestkit.RegressorResults method) fit() (nestkit.calibration.PostHocCalibrator method) (nestkit.conformal.MondrianClassifierConformal static method) (nestkit.conformal.MondrianRegressorConformal static method) (nestkit.NestedCVClassifier method) (nestkit.NestedCVRegressor method) fit_time (nestkit.results.ClassifierOuterFoldResult attribute) (nestkit.results.RegressorOuterFoldResult attribute) fitted_estimator (nestkit.results.ClassifierOuterFoldResult attribute) (nestkit.results.RegressorOuterFoldResult attribute) fold_idx (nestkit.results.ClassifierOuterFoldResult attribute) (nestkit.results.RegressorOuterFoldResult attribute) fold_threshold_std (nestkit.thresholding.ThresholdResult attribute) fold_thresholds (nestkit.thresholding.ThresholdResult attribute) FoldCallback (class in nestkit.callbacks) H has_calibration (nestkit.ClassifierResults property) has_conformal (nestkit.ClassifierResults property) has_threshold_optimization (nestkit.ClassifierResults property) HyperparameterStability (class in nestkit.diagnostics) I importances_matrix_ (nestkit.importance.FeatureImportanceAggregator attribute) inner_cv_results (nestkit.results.ClassifierOuterFoldResult attribute) (nestkit.results.RegressorOuterFoldResult attribute) InnerCVReport (class in nestkit.inner) is_stable() (nestkit.diagnostics.HyperparameterStability method) L level (nestkit.callbacks.LoggingCallback attribute) LoggingCallback (class in nestkit.callbacks) M maximum_calibration_error() (nestkit.calibration.CalibrationDiagnostics static method) module nestkit.conformal mondrian_bin_assignments (nestkit.results.RegressorOuterFoldResult attribute) MondrianClassifierConformal (class in nestkit.conformal) MondrianRegressorConformal (class in nestkit.conformal) N n_bins (nestkit.conformal.RegressorConformalResult attribute) n_calibration_per_class (nestkit.conformal.ClassifierConformalResult attribute) n_folds (nestkit.diagnostics.HyperparameterStability attribute) NestedCVClassifier (class in nestkit) NestedCVComparator (class in nestkit.comparison) NestedCVRegressor (class in nestkit) nestkit.conformal module O on_inner_search_complete() (nestkit.callbacks.CheckpointCallback method) (nestkit.callbacks.FoldCallback method) (nestkit.callbacks.LoggingCallback method) (nestkit.callbacks.ProgressCallback method) on_nested_cv_complete() (nestkit.callbacks.CheckpointCallback method) (nestkit.callbacks.FoldCallback method) (nestkit.callbacks.LoggingCallback method) (nestkit.callbacks.ProgressCallback method) on_outer_fold_complete() (nestkit.callbacks.CheckpointCallback method) (nestkit.callbacks.FoldCallback method) (nestkit.callbacks.LoggingCallback method) (nestkit.callbacks.ProgressCallback method) on_outer_fold_start() (nestkit.callbacks.CheckpointCallback method) (nestkit.callbacks.FoldCallback method) (nestkit.callbacks.LoggingCallback method) (nestkit.callbacks.ProgressCallback method) on_post_processing_complete() (nestkit.callbacks.CheckpointCallback method) (nestkit.callbacks.FoldCallback method) (nestkit.callbacks.LoggingCallback method) (nestkit.callbacks.ProgressCallback method) oof_calibration_diagnostics (nestkit.results.ClassifierOuterFoldResult attribute) optimal_threshold (nestkit.thresholding.ThresholdResult attribute) outer_fold_idx (nestkit.inner.InnerCVReport attribute) outer_scores (nestkit.results.RegressorOuterFoldResult attribute) outer_scores_default (nestkit.results.ClassifierOuterFoldResult attribute) outer_scores_optimized (nestkit.results.ClassifierOuterFoldResult attribute) P pairwise_corrected_ttest() (nestkit.comparison.NestedCVComparator method) pairwise_jaccard() (nestkit.diagnostics.HyperparameterStability method) pairwise_rank_correlation() (nestkit.importance.FeatureImportanceAggregator method) param_importance() (nestkit.inner.InnerCVReport method) path (nestkit.callbacks.CheckpointCallback attribute) plot_bayesian_posterior() (in module nestkit.plotting.comparison) plot_calibration_curves() (in module nestkit.plotting.calibration) plot_calibration_improvement() (in module nestkit.plotting.calibration) plot_comparison() (in module nestkit.plotting.comparison) plot_confusion_matrices() (in module nestkit.plotting.summary) plot_critical_difference() (in module nestkit.plotting.comparison) plot_importance() (in module nestkit.plotting.importance) plot_inner_cv_heatmap() (in module nestkit.plotting.folds) plot_inner_tuning_curve() (in module nestkit.plotting.tuning) plot_outer_scores() (in module nestkit.plotting.folds) plot_param_selection() (in module nestkit.plotting.tuning) plot_precision_recall_curves() (in module nestkit.plotting.summary) plot_predicted_vs_actual() (in module nestkit.plotting.summary) plot_prediction_intervals() (in module nestkit.plotting.summary) plot_rank_stability() (in module nestkit.plotting.summary) plot_rank_stability_features() (in module nestkit.plotting.importance) plot_residual_qq() (in module nestkit.plotting.summary) plot_residuals() (in module nestkit.plotting.summary) plot_roc_curves() (in module nestkit.plotting.summary) plot_score_differences() (in module nestkit.plotting.comparison) plot_score_stability() (in module nestkit.plotting.folds) plot_selection_frequency() (in module nestkit.plotting.importance) plot_shap_summary() (in module nestkit.plotting.importance) plot_threshold_comparison() (in module nestkit.plotting.threshold) plot_threshold_distribution() (in module nestkit.plotting.threshold) plot_threshold_sensitivity() (in module nestkit.plotting.threshold) PostHocCalibrator (class in nestkit.calibration) precision_at_recall() (in module nestkit.thresholding) predict() (nestkit.conformal.MondrianClassifierConformal static method) (nestkit.conformal.MondrianRegressorConformal static method) predict_proba() (nestkit.calibration.PostHocCalibrator method) prediction_interval_lower (nestkit.results.RegressorOuterFoldResult attribute) prediction_interval_upper (nestkit.results.RegressorOuterFoldResult attribute) ProgressCallback (class in nestkit.callbacks) Q qhat_per_class (nestkit.conformal.ClassifierConformalResult attribute) R rank_models() (nestkit.comparison.NestedCVComparator method) ranking() (nestkit.inner.InnerCVReport method) ranks_matrix_ (nestkit.importance.FeatureImportanceAggregator attribute) RegressorConformalResult (class in nestkit.conformal) RegressorOuterFoldResult (class in nestkit.results) RegressorResults (class in nestkit) reliability_diagram_data() (nestkit.calibration.CalibrationDiagnostics static method) residuals (nestkit.results.RegressorOuterFoldResult attribute) S score_distribution() (nestkit.inner.InnerCVReport method) score_time (nestkit.results.ClassifierOuterFoldResult attribute) (nestkit.results.RegressorOuterFoldResult attribute) set_fit_request() (nestkit.NestedCVClassifier method) (nestkit.NestedCVRegressor method) stability_index() (nestkit.importance.FeatureImportanceAggregator method) strategy (nestkit.thresholding.ThresholdResult attribute) summary() (nestkit.comparison.NestedCVComparator method) (nestkit.diagnostics.HyperparameterStability method) summary_ (nestkit.importance.FeatureImportanceAggregator attribute) T test_indices (nestkit.results.ClassifierOuterFoldResult attribute) (nestkit.results.RegressorOuterFoldResult attribute) threshold_comparison() (nestkit.ClassifierResults method) threshold_result (nestkit.results.ClassifierOuterFoldResult attribute) threshold_sensitivity (nestkit.thresholding.ThresholdResult attribute) ThresholdResult (class in nestkit.thresholding) to_dataframe() (nestkit.inner.InnerCVReport method) top_k() (nestkit.inner.InnerCVReport method) train_indices (nestkit.results.ClassifierOuterFoldResult attribute) (nestkit.results.RegressorOuterFoldResult attribute) Y y_pred (nestkit.results.RegressorOuterFoldResult attribute) y_pred_default (nestkit.results.ClassifierOuterFoldResult attribute) y_pred_optimized (nestkit.results.ClassifierOuterFoldResult attribute) y_proba_calibrated (nestkit.results.ClassifierOuterFoldResult attribute) y_proba_raw (nestkit.results.ClassifierOuterFoldResult attribute) y_true (nestkit.results.ClassifierOuterFoldResult attribute) (nestkit.results.RegressorOuterFoldResult attribute) youden_j() (in module nestkit.thresholding)
