Kernelized Cumulants: Beyond Kernel Mean Embeddings

Patric Bonnier, Harald Oberhauser, Zoltán Szabó

In ${\mathbb{R}}^d$, it is well-known that cumulants provide an alternative to moments that can achieve the same goals with numerous benefits such as lower variance estimators. In thi…