Mean Eld Methods for Classiication with Gaussian Processes
We discuss the application of TAP mean eld methods known from the Statistical Mechanics of disordered systems to Bayesian classii-cation models with Gaussian processes. In contrast to previous approaches , no knowledge about the distribution of inputs is needed. Simulation results for the Sonar data set are given.