publications

publications by categories in reversed chronological order.

2026

  1. 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
  3. Conformal Prediction for Dose-Response Models with Continuous Treatments
    Jarne Verhaeghe, Jef Jonkers, and Sofie Van Hoecke
    arXiv preprint arXiv:2409.20412, 2024
    arXiv Code