5.7k citations · 12k across the 78 of their papers we have counts for
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stat.ML2016★ 4 cited
Gaussian process modeling in approximate Bayesian computation to estimate horizontal gene transfer in bacteria
Marko Järvenpää, Michael Gutmann, Aki Vehtari +1
Approximate Bayesian computation (ABC) can be used for model fitting when the likelihood function is intractable but simulating from the model is feasible. However, even a single e…
stat.ML2016★ 1 cited
Chained Gaussian Processes
Alan D. Saul, James Hensman, Aki Vehtari +1
Gaussian process models are flexible, Bayesian non-parametric approaches to regression. Properties of multivariate Gaussians mean that they can be combined linearly in the manner o…