A Correlation-Gap Bound for Nonlinear Gaussian PCA

Minbo Gao, Zhengfeng Ji, Chenghua Liu

Principal component analysis (PCA) is optimal for the linear reconstruction of Gaussian data, a foundational property underlying its central role in algorithms and signal processin…