A Uniform Concentration Inequality for Kernel-Based Two-Sample Statistics

Yijin Ni, Xiaoming Huo

In many contemporary statistical and machine learning methods, one needs to optimize an objective function that depends on the discrepancy between two probability distributions. Th…