Jacobs, Jan; Otter, Pieter; Reijer, Ard den - de Nederlandsche Bank - 2007
This paper employs concepts from information theory to choosing the dimension of a data set. We calculate relative measures of information in the data in terms of eigenvalues and derive criteria to determine the `optimal' size of the data set, in particular whether an extra variable adds...