Uncertainty in Artificial Intelligence
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Stuart Russell
Department of Computer Science
University of Ca
Contact Information
Email : russell@cs.berkeley.edu
Mailing Address
Publications in UAI

UAI-1989
:: Automated Construction of Sparse Bayesian Networks from Unstructured Probabilistic Models and Domain Information

UAI-2014
:: Fast Gaussian Process Posteriors with Product Trees
:: First-Order Open-Universe POMDPs

UAI-2012
:: Selecting Computations: Theory and Applications

UAI-2011
:: A temporally abstracted Viterbi algorithm

UAI-2010
:: RAPID: A Reachable Anytime Planner for Imprecisely-sensed Domains
:: Gibbs Sampling in Open-Universe Stochastic Languages

UAI-2008
:: Improving Gradient Estimation by Incorporating Sensor Data

UAI-2006
:: A compact, hierarchical Q-function decomposition
:: General-Purpose MCMC Inference over Relational Structures

UAI-2004
:: Graph partition strategies for generalized mean field inference

UAI-2003
:: Efficient Gradient Estimation for Motor Control Learning
:: A Generalized Mean Field Algorithm for Variational Inference in Exponential Families

UAI-2002
:: Decayed MCMC Filtering

UAI-2001
:: Variational MCMC

UAI-2000
:: Rao-Blackwellised Particle Filtering for Dynamic Bayesian Networks

UAI-1998
:: Learning the Structure of Dynamic Probabilistic Networks

UAI-1997
:: Image Segmentation in Video Sequences: A Probabilistic Approach

UAI-1995
:: Stochastic Simulation Algorithms for Dynamic Probabilistic Networks

UAI-1990
:: Fine-Grained Decision-Theoretic Search Control

UAI-1989
:: Automated Construction of Sparse Bayesian Networks from Unstructured Probabilistic Models and Domain Information


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