Confidence on the focal: Conformal prediction with selection-conditional coverage

Y Jin, Z Ren - arXiv preprint arXiv:2403.03868, 2024 - arxiv.org
Conformal prediction builds marginally valid prediction intervals which cover the unknown
outcome of a randomly drawn new test point with a prescribed probability. In practice, a …

Reliable machine learning models in genomic medicine using conformal prediction

C Papangelou, K Kyriakidis, P Natsiavas, I Chouvarda… - medRxiv, 2024 - medrxiv.org
Machine learning and genomic medicine are the mainstays of research in delivering
personalized healthcare services for disease diagnosis, risk stratification, tailored treatment …

Distribution-free uncertainty quantification for deep learning

Z Lin - 2024 - ideals.illinois.edu
The integration of sophisticated deep learning models into critical domains, such as
healthcare, autonomous vehicles, and the legal system, is increasingly becoming a trend …