927 citations · 2.7k across the 88 of their papers we have counts for
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stat.ML2011★ 41 cited
Gaussian Probabilities and Expectation Propagation
John P. Cunningham, Philipp Hennig, Simon Lacoste-Julien
While Gaussian probability densities are omnipresent in applied mathematics, Gaussian cumulative probabilities are hard to calculate in any but the univariate case. We study the ut…
stat.ML2011★ 2 cited
A Kernel Approach to Tractable Bayesian Nonparametrics
Ferenc Huszár, Simon Lacoste-Julien
Inference in popular nonparametric Bayesian models typically relies on sampling or other approximations. This paper presents a general methodology for constructing novel tractable…