2 papers
cs.LG2020
Probabilistic Linear Solvers for Machine Learning
Jonathan Wenger, Philipp Hennig
Linear systems are the bedrock of virtually all numerical computation. Machine learning poses specific challenges for the solution of such systems due to their scale, characteristi…
cs.LG2019
Non-Parametric Calibration for Classification
Jonathan Wenger, Hedvig Kjellström, Rudolph Triebel
Many applications of classification methods not only require high accuracy but also reliable estimation of predictive uncertainty. However, while many current classification framew…