Generalized RBF kernel for incomplete data

Open Webpage

Marek Smieja, Lukasz Struski, Jacek Tabor, Mateusz Marzec

Published: 2019, Last Modified: 06 Nov 2025Knowl. Based Syst. 2019EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•We construct a generalization of RBF kernel to incomplete data.•It is the expected value of classical RBF.•We do not perform any imputations but model missing values by probability distributions.•It is easy to implement and can be used together with any kernel method.