High Dimensional Semiparametric Scale-Invariant Principal Component Analysis

Fang Han, Han Liu

We propose a new high dimensional semiparametric principal component analysis (PCA) method, named Copula Component Analysis (COCA). The semiparametric model assumes that, after uns…