Carl Edward Rasmussen and Zoubin Ghahramani Gatsby Computational Neuroscience ...  Home/Search
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Abstract: We present an extension to the Mixture of Experts (ME) model, where the individual experts are Gaussian Process (GP) regression models. Using an input-dependent adaptation of the Dirichlet Process, we implement a gating network for an infinite number of Experts. Inference in this model may be done efficiently using a Markov Chain relying on Gibbs sampling. The model allows the effective covariance function to vary with the inputs, and may handle large datasets -- thus potentially... (Update)
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BibTeX entry: (Update)
Carl E. Rasmussen and Zoubin Ghahramani, "Infinite mixtures of gaussian process experts," in Advances in Neural Information Processing Systems, 2002, number 14. http://citeseer.ist.psu.edu/article/rasmussen01infinite.html More
@misc{ rasmussen02infinite,
author = "C. Rasmussen and Z. Ghahramani",
title = "Infinite mixtures of gaussian process experts",
text = "Carl E. Rasmussen and Zoubin Ghahramani, Infinite mixtures of gaussian
process experts, in Advances in Neural Information Processing Systems, 2002,
number 14.",
year = "2002",
url = "citeseer.ist.psu.edu/article/rasmussen01infinite.html" }
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