Mixtures of Gaussian Processes

We introduce the mixture of Gaussian processes (MGP) model which is useful for applications in which the optimal bandwidth of a map is input dependent. The MGP is derived from the mixture of experts model and can also be used for modeling general conditional probability densities. We discuss how Gaussian processes --in particular in form of Gaussian process classi

• Type: Conference
• Year: 2000
• Where: NIPS
• Authors: Volker Tresp
• Keywords: Conditional Probability Densities, Gaussian Process Classi£cation, Gaussian Processes, NIPS 2000, NIPS 2007