Universal Hypothesis Testing with Kernels: Asymptotically Optimal Tests for Goodness of Fit

Shengyu Zhu, Biao Chen, Pengfei Yang, Zhitang Chen

Abstract: We characterize the asymptotic performance of nonparametric goodness of fit testing. The exponential decay rate of the type-II error probability is used as the asymptotic performance metric, and a ...