Selecting the number of principal components: estimation of the true rank of a noisy matrix

Yunjin Choi, Jonathan Taylor, Robert Tibshirani

Principal component analysis (PCA) is a well-known tool in multivariate statistics. One significant challenge in using PCA is the choice of the number of components. In order to ad…