den Reijer, Ard; Jacobs, Jan P. A. M.; Otter, Pieter - 2011
This paper employs concepts from information 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...