A Statistical Mechanics Approach to Approximate Analytical Bootstrap Averages
Malzahn, Dörthe, Opper, Manfred
–Neural Information Processing Systems
We apply the replica method of Statistical Physics combined with a variational methodto the approximate analytical computation of bootstrap averages for estimating the generalization error. We demonstrate our approach onregression with Gaussian processes and compare our results with averages obtained by Monte-Carlo sampling.
Neural Information Processing Systems
Dec-31-2003