publications

publications by categories in reversed chronological order.

2026

  1. Generalized Conformal Predictive Systems Under Distributional Shifts
    Jef Jonkers and Johanna Ziegel
    arXiv preprint arXiv:2606.11044, 2026
  2. Beyond binary AKI classification: development and external validation of a distributional model predicting serum creatinine and urine output trajectories in ICU patients
    Jef Jonkers, Anahita Rouzé, Jarne Verhaeghe, and 6 more authors
    Critical Care, 2026
  3. Calibrated Regression-as-Classification for Probabilistic Forecasting
    Jef Jonkers, Glenn Van Wallendael, Duchateau Luc, and 1 more author
    In Towards Trustworthy Predictions: Theory and Applications of Calibration for Modern AI, 2026
  4. Proper Scoring Rules for Right-Censored Survival Data
    Jef Jonkers, Glenn Van Wallendael, Luc Duchateau, and 1 more author
    arXiv preprint arXiv:2606.06393, 2026
  5. Conformal prediction for dose-response models with continuous treatments
    Jarne Verhaeghe, Jef Jonkers, and Sofie Van Hoecke
    International Journal of Approximate Reasoning, 2026
  6. Reliable uncertainty quantification for 2D/3D anatomical landmark localization using multi-output conformal prediction
    Jef Jonkers, Frank Coopman, Luc Duchateau, and 2 more authors
    Medical Image Analysis, 2026
    DOI Code Website

2025

  1. Conformal Convolution and Monte Carlo Meta-learners for Predictive Inference of Individual Treatment Effects
    Jef Jonkers, Jarne Verhaeghe, Glenn Van Wallendael, and 2 more authors
    arXiv preprint arXiv:2402.04906, 2025
    arXiv Code
  2. landmarker: A Toolkit for Anatomical Landmark Localization in 2D/3D Images
    Jef Jonkers, Luc Duchateau, Glenn Van Wallendael, and 1 more author
    SoftwareX, 2025
    DOI Code

2024

  1. A novel day-ahead regional and probabilistic wind power forecasting framework using deep CNNs and conformalized regression forests
    Jef Jonkers, Diego Nieves Avendano, Glenn Van Wallendael, and 1 more author
    Applied Energy, 2024
    DOI
  2. Conformal Predictive Systems Under Covariate Shift
    Jef Jonkers, Glenn Van Wallendael, Luc Duchateau, and 1 more author
    In Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, 2024
    arXiv Code Website