495 citations · 932 across the 37 of their papers we have counts for
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stat.ML2016
Likelihood-free inference by ratio estimation
Owen Thomas, Ritabrata Dutta, Jukka Corander +2
We consider the problem of parametric statistical inference when likelihood computations are prohibitively expensive but sampling from the model is possible. Several so-called like…
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…