In this paper we develop an incremental estimation algorithm for infinite mixtures of Gaussian process experts. Incremental, local, non-linear regression algorithms are required for a wide variety of applications, ranging from robotic control to neural decoding. Arguably the most popular and widely used of such algorithms is currently Locally Weighted Projection Regression (LWPR) which has been...
