Finite sample approximation results for principal component analysis: a matrix perturbation approach

Boaz Nadler

Principal component analysis (PCA) is a standard tool for dimensional reduction of a set of $n$ observations (samples), each with $p$ variables. In this paper, using a matrix pertu…