48 citations · 124 across the 12 of their papers we have counts for
Showing 2012Show all
3 papers · 1 filter
cs.IT2012★ 13 cited
Signal Enhancement as Minimization of Relevant Information Loss
Bernhard C. Geiger, Gernot Kubin
We introduce the notion of relevant information loss for the purpose of casting the signal enhancement problem in information-theoretic terms. We show that many algorithms from mac…
cs.IT2012★ 48 cited
Relative Information Loss in the PCA
Bernhard C. Geiger, Gernot Kubin
In this work we analyze principle component analysis (PCA) as a deterministic input-output system. We show that the relative information loss induced by reducing the dimensionality…
cs.IT2012★ 3 cited
Relative Information Loss - An Introduction
Bernhard C. Geiger, Gernot Kubin
We introduce a relative variant of information loss to characterize the behavior of deterministic input-output systems. We show that the relative loss is closely related to Renyi's…