Sparse principal component analysis for high-dimensional stationary time series

Kou Fujimori, Yuichi Goto, Yan Liu +1

We consider the sparse principal component analysis for high-dimensional stationary processes. The standard principal component analysis performs poorly when the dimension of the p…