Paired Sample Tests for High-dimensional Uncorrelatedness via Random Integration

Shiyao Huang, Xiaojun Song

This paper proposes a novel nonparametric test to assess the uncorrelatedness between two high-dimensional random vectors. We develop our test by generalizing the random integratio…