302 citations · 1k across the 48 of their papers we have counts for
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cond-mat.dis-nn1998★ 128 cited
Statistical Mechanics of Support Vector Networks
Rainer Dietrich, Manfred Opper, Haim Sompolinsky
Using methods of Statistical Physics, we investigate the generalization performance of support vector machines (SVMs), which have been recently introduced as a general alternative…
cond-mat.dis-nn1998★ 3 cited
Statistical Mechanics of Learning in the Presence of Outliers
Rainer Dietrich, Manfred Opper
Using methods of statistical mechanics, we analyse the effect of outliers on the supervised learning of a classification problem. The learning strategy aims at selecting informativ…