Principal component analysis for second-order stationary vector time series

Jinyuan Chang, Bin Guo, Qiwei Yao

We extend the principal component analysis (PCA) to second-order stationary vector time series in the sense that we seek for a contemporaneous linear transformation for a $p$-varia…