| |
Abstract:
We combine the replica approach from statistical physics with
a variational approach to analyze learning curves analytically.
We apply the method to Gaussian process regression. As a main
result we deriveap-proximative relations between empirical error
measures, the generalization error and the posterior
variance.
|
