Confidence on the focal: Conformal prediction with selection-conditional coverage
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 …
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
Machine learning and genomic medicine are the mainstays of research in delivering
personalized healthcare services for disease diagnosis, risk stratification, tailored treatment …
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 …
healthcare, autonomous vehicles, and the legal system, is increasingly becoming a trend …