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Sparse Convolved Gaussian Processes for Multi-output Regression.

, and . NIPS, page 57-64. Curran Associates, Inc., (2008)

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Inference of RNA Polymerase II Transcription Dynamics from Chromatin Immunoprecipitation Time Course Data., , , , , , , and . PLoS Computational Biology, (2014)Extensions of the Informative Vector Machine., , and . Deterministic and Statistical Methods in Machine Learning, volume 3635 of Lecture Notes in Computer Science, page 56-87. Springer, (2004)Probabilistic Modelling of Replica Divergence., , and . HotOS, page 55-60. IEEE Computer Society, (2001)Fast Forward Selection to Speed Up Sparse Gaussian Process Regression., , and . AISTATS, Society for Artificial Intelligence and Statistics, (2003)Approximating Posterior Distributions in Belief Networks Using Mixtures., , , and . NIPS, page 416-422. The MIT Press, (1997)Fast Sparse Gaussian Process Methods: The Informative Vector Machine., , and . NIPS, page 609-616. MIT Press, (2002)Efficient Sampling for Gaussian Process Inference using Control Variables., , and . NIPS, page 1681-1688. Curran Associates, Inc., (2008)Variational Auto-encoded Deep Gaussian Processes., , , and . ICLR (Poster), (2016)Preface., and . AISTATS, volume 22 of JMLR Proceedings, JMLR.org, (2012)Batch Bayesian Optimization via Local Penalization., , , and . AISTATS, volume 51 of JMLR Workshop and Conference Proceedings, page 648-657. JMLR.org, (2016)