On the Nyström and Column-Sampling Methods for the Approximate Principal Components Analysis of Large Data Sets

Darren Homrighausen, Daniel J. McDonald

In this paper we analyze approximate methods for undertaking a principal components analysis (PCA) on large data sets. PCA is a classical dimension reduction method that involves t…