655 citations · 2.7k across the 49 of their papers we have counts for
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Bayesian leave-one-out cross-validation approximations for Gaussian latent variable models
Aki Vehtari, Tommi Mononen, Ville Tolvanen +2
The future predictive performance of a Bayesian model can be estimated using Bayesian cross-validation. In this article, we consider Gaussian latent variable models where the integ…
Scalable Bayesian Modelling of Paired Symbols
Ulrich Paquet, Noam Koenigstein, Ole Winther
We present a novel, scalable and Bayesian approach to modelling the occurrence of pairs of symbols (i,j) drawn from a large vocabulary. Observed pairs are assumed to be generated b…
S-AMP: Approximate Message Passing for General Matrix Ensembles
Burak Çakmak, Ole Winther, Bernard H. Fleury
In this work we propose a novel iterative estimation algorithm for linear observation systems called S-AMP whose fixed points are the stationary points of the exact Gibbs free ener…