471 citations · 3.4k across the 65 of their papers we have counts for
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stat.ML2015★ 29 cited
Sandwiching the marginal likelihood using bidirectional Monte Carlo
Roger B. Grosse, Zoubin Ghahramani, Ryan P. Adams
Computing the marginal likelihood (ML) of a model requires marginalizing out all of the parameters and latent variables, a difficult high-dimensional summation or integration probl…
stat.ML2015★ 44 cited
Statistical Inference, Learning and Models in Big Data
Beate Franke, Jean-François Plante, Ribana Roscher +11
The need for new methods to deal with big data is a common theme in most scientific fields, although its definition tends to vary with the context. Statistical ideas are an essenti…