Properties of the ENCE and other MAD-based calibration metrics

17 May 2023

Papers citing "Properties of the ENCE and other MAD-based calibration metrics"

5 / 5 papers shown

Title
Validation of ML-UQ calibration statistics using simulated reference values: a sensitivity analysis Pascal Pernot 19 0 0 01 Mar 2024
Negative impact of heavy-tailed uncertainty and error distributions on the reliability of calibration statistics for machine learning regression tasks Pascal Pernot 33 1 0 15 Feb 2024
Can bin-wise scaling improve consistency and adaptivity of prediction uncertainty for machine learning regression ? Pascal Pernot 23 2 0 18 Oct 2023
Calibration in Machine Learning Uncertainty Quantification: beyond consistency to target adaptivity Pascal Pernot 25 9 0 12 Sep 2023
Stratification of uncertainties recalibrated by isotonic regression and its impact on calibration error statistics P. Pernot 14 4 0 08 Jun 2023