63 citations · 241 across the 21 of their papers we have counts for
3 papers · 1 filter
Conditional validity of heteroskedastic conformal regression
Nicolas Dewolf, Bernard De Baets, Willem Waegeman
Conformal prediction, and split conformal prediction as a specific implementation, offer a distribution-free approach to estimating prediction intervals with statistical guarantees…
Valid prediction intervals for regression problems
Nicolas Dewolf, Bernard De Baets, Willem Waegeman
Over the last few decades, various methods have been proposed for estimating prediction intervals in regression settings, including Bayesian methods, ensemble methods, direct inter…
A kernel-based framework for learning graded relations from data
Willem Waegeman, Tapio Pahikkala, Antti Airola +3
Driven by a large number of potential applications in areas like bioinformatics, information retrieval and social network analysis, the problem setting of inferring relations betwe…