Abstract: This chapter discusses the fundamental and advanced relevant concepts on Mercer's kernels and reproducing kernel Hilbert spaces (RKHSs). The fundamental building block of the kernel learning ...

Abstract: We propose two statistical tests to determine if two samples are from different distributions. Our test statistic is in both cases the distance between the means of the two samples mapped ...