Uncertainty in Artificial Intelligence
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Max Welling
Contact Information
Email : welling@ics.uci.edu
Mailing Address
Publications in UAI

UAI-2014
:: GPS-ABC: Gaussian Process Surrogate Approximate Bayesian Computation

UAI-2012
:: A Cluster-Cumulant Expansion at the Fixed Points of Belief Propagation
:: Bayesian Structure Learning for Markov Random Fields with a Spike and Slab Prior
:: Generalized Belief Propagation on Tree Robust Structured Region Graphs

UAI-2010
:: Super-Samples from Kernel Herding

UAI-2009
:: Herding Dynamic Weights for Partially Observed Random Field Models
:: On Smoothing and Inference for Topic Models

UAI-2008
:: Hybrid Variational/Gibbs Collapsed Inference in Topic Models

UAI-2006
:: Bayesian Random Fields: The Bethe-Laplace Approximation
:: Gibbs Sampling for (Coupled) Infinite Mixture Models in the Stick Breaking Representation

UAI-2005
:: Structured Region Graphs: Morphing EP into GBP

UAI-2004
:: On the Choice of Regions for Generalized Belief Propagation

UAI-2003
:: Efficient Parametric Projection Pursuit Density Estimation

UAI-2001
:: Belief Optimization for Binary Networks: A Stable Alternative to Loopy Belief Propagation


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