Jean Carlo Guella (UNICAMP): Recent theoretical results on MMD, Energy distance, HSIC and its generalizations

Postdoc - 03, LIKE22: videos of early stage researchers

In this talk, it will be presented some new theoretical results about kernel methods, such as properties of the Gaussian kernels on Hilbert spaces; new proofs of the energy distance on Hilbert spaces and its generalizations using Bernstein functions; independence tests using a new type of kernel that generalizes HSIC/distance covariance and examples using completely monotone functions of order 2.