Approximate Analytical Bootstrap Averages for Support Vector Classifiers
Dörthe Malzahn, Manfred Opper · 2003
We compute approximate analytical bootstrap averages for Support Vector classification using a combination of the replica method of Statistical Physics and the TAP approach for approximate inference. We test our method on a few datasets and compare it with exact averages obtained by extensive Monte-Carlo sampling. 1