Generalized RBF kernel for incomplete data

Łukasz Struski, Marek Śmieja, Jacek Tabor

We construct $\mathbf{genRBF}$ kernel, which generalizes the classical Gaussian RBF kernel to the case of incomplete data. We model the uncertainty contained in missing attributes makin…