######### MAPIE API ######### .. currentmodule:: mapie Regression ========== .. autosummary:: :toctree: generated/ :template: class.rst regression.MapieRegressor regression.MapieQuantileRegressor regression.MapieTimeSeriesRegressor Classification ============== .. autosummary:: :toctree: generated/ :template: class.rst classification.MapieClassifier Multi-Label Classification ========================== .. autosummary:: :toctree: generated/ :template: class.rst multi_label_classification.MapieMultiLabelClassifier Calibration =========== .. autosummary:: :toctree: generated/ :template: class.rst calibration.MapieCalibrator Metrics ======= .. autosummary:: :toctree: generated/ :template: function.rst metrics.classification_coverage_score metrics.classification_coverage_score_v2 metrics.classification_mean_width_score metrics.classification_ssc metrics.classification_ssc_score metrics.cumulative_differences metrics.expected_calibration_error metrics.hsic metrics.kolmogorov_smirnov_cdf metrics.kolmogorov_smirnov_p_value metrics.kolmogorov_smirnov_statistic metrics.kuiper_cdf metrics.kuiper_p_value metrics.kuiper_statistic metrics.length_scale metrics.regression_coverage_score metrics.regression_coverage_score_v2 metrics.regression_mean_width_score metrics.regression_ssc metrics.regression_ssc_score metrics.spiegelhalter_p_value metrics.spiegelhalter_statistic metrics.top_label_ece Conformity scores (regression) ============================== .. autosummary:: :toctree: generated/ :template: class.rst conformity_scores.BaseRegressionScore conformity_scores.AbsoluteConformityScore conformity_scores.GammaConformityScore conformity_scores.ResidualNormalisedScore Conformity scores (classification) ================================== .. autosummary:: :toctree: generated/ :template: class.rst conformity_scores.BaseClassificationScore conformity_scores.NaiveConformityScore conformity_scores.LACConformityScore conformity_scores.APSConformityScore conformity_scores.RAPSConformityScore conformity_scores.TopKConformityScore Resampling ========== .. autosummary:: :toctree: generated/ :template: class.rst subsample.BlockBootstrap subsample.Subsample Mondrian ========== .. autosummary:: :toctree: generated/ :template: class.rst mondrian.MondrianCP