Testing the independence of two random vectors where only one dimension is large

Weiming Li, Jiaqi Chen, Jianfeng Yao

For testing the independence of two vectors with respective dimensions $p_1$ and $p_2$, the existing literature in high-dimensional statistics all assume that both dimensions $p_1$…