Fixed-order PCA: Theory for Overestimated Factor Models

Yuan Liao, Xin Tong, Wanjie Wang +1

We develop asymptotic theory for principal component analysis (PCA) of a high-dimensional factor model in which the working dimension $R$ is fixed and only required to satisfy $R \…