Mean-Shift PCA by Knockoff Mean

Mengda Li, Zeng Li, Jianfeng Yao

Removing noise is difficult, but adding noise is easy. In this work, we show how to eliminate mean-shift noisy components from PCA by deliberately introducing knockoff mean-shift p…