15 citations · 43 across the 12 of their papers we have counts for
Showing 2002Show all
2 papers · 1 filter
cond-mat.dis-nn2002
Learning curves for Soft Margin Classifiers
Sebastian Risau-Gusman, Mirta B. Gordon
Typical learning curves for Soft Margin Classifiers (SMCs) learning both realizable and unrealizable tasks are determined using the tools of Statistical Mechanics. We derive the an…
cond-mat.dis-nn2002★ 1 cited
Rigorous Bounds to Retarded Learning
Arnaud Buhot, Mirta B. Gordon, Jean-Pierre Nadal
We show that the lower bound to the critical fraction of data needed to infer (learn) the orientation of the anisotropy axis of a probability distribution, determined by Herschkowi…