A High-dimensional Convergence Theorem for U-statistics with Applications to Kernel-based Testing

Kevin H. Huang, Xing Liu, Andrew B. Duncan +1

We prove a convergence theorem for U-statistics of degree two, where the data dimension $d$ is allowed to scale with sample size $n$. We find that the limiting distribution of a U-…