Generalized Product of Experts for Automatic and Principled Fusion of Gaussian Process Predictions

Yanshuai Cao, David J. Fleet

In this work, we propose a generalized product of experts (gPoE) framework for combining the predictions of multiple probabilistic models. We identify four desirable properties tha…