215 citations · 613 across the 19 of their papers we have counts for
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stat.ML2010★ 23 cited
Fast Convergent Algorithms for Expectation Propagation Approximate Bayesian Inference
Matthias W. Seeger, Hannes Nickisch
We propose a novel algorithm to solve the expectation propagation relaxation of Bayesian inference for continuous-variable graphical models. In contrast to most previous algorithms…
stat.ML2010
Gaussian Mixture Modeling with Gaussian Process Latent Variable Models
Hannes Nickisch, Carl Edward Rasmussen
Density modeling is notoriously difficult for high dimensional data. One approach to the problem is to search for a lower dimensional manifold which captures the main characteristi…