Asymptotic Theory of Principal Component Analysis for Time Series Data with Cautionary Comments

Xinyu Zhang, Howell Tong

Principal component analysis (PCA) is a most frequently used statistical tool in almost all branches of data science. However, like many other statistical tools, there is sometimes…