2 search results - page 1 / 1 » PAC-Bayesian Generalisation Error Bounds for Gaussian Proces... |
JMLR
2002
13 years 4 months ago
2002
Approximate Bayesian Gaussian process (GP) classification techniques are powerful nonparametric learning methods, similar in appearance and performance to support vector machines....
SIAMNUM
2010
12 years 11 months ago
2010
Abstract. A variational problem characterizing the density estimator defined by the maximum a posteriori method with Gaussian process priors is derived. It is shown that this probl...