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20142020
most citedExpectation propagation as a way of life: A framework for Bayesian inference on partitioned data

64 citations · 99 across the 10 of their papers we have counts for

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Showing 2020Show all

2 papers · 1 filter

cs.LG2020

A High-Performance Implementation of Bayesian Matrix Factorization with Limited Communication

Tom Vander Aa, Xiangju Qin, Paul Blomstedt +3

Matrix factorization is a very common machine learning technique in recommender systems. Bayesian Matrix Factorization (BMF) algorithms would be attractive because of their ability…

stat.ML2020★ 5 cited

Federated Stochastic Gradient Langevin Dynamics

Khaoula El Mekkaoui, Diego Mesquita, Paul Blomstedt +1

Stochastic gradient MCMC methods, such as stochastic gradient Langevin dynamics (SGLD), employ fast but noisy gradient estimates to enable large-scale posterior sampling. Although…