48 citations · 62 across the 4 of their papers we have counts for
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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…