Stratification of uncertainties recalibrated by isotonic regression and its impact on calibration error statistics

8 June 2023

Papers citing "Stratification of uncertainties recalibrated by isotonic regression and its impact on calibration error statistics"

4 / 4 papers shown

Title
Validation of ML-UQ calibration statistics using simulated reference values: a sensitivity analysis Pascal Pernot 27 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 41 1 0 15 Feb 2024
Can bin-wise scaling improve consistency and adaptivity of prediction uncertainty for machine learning regression ? Pascal Pernot 31 2 0 18 Oct 2023
Calibration in Machine Learning Uncertainty Quantification: beyond consistency to target adaptivity Pascal Pernot 27 9 0 12 Sep 2023