Hybrid Propagation in Junction Trees

Conditional simulation from highly structured Gaussian systems, with application to blocking-MCMC for the Bayesian analysis of very large linear models

Statistics and Computing

A General Algorithm for Approximate Inference in Multiply Sectioned Bayesian Networks

IDA '01 Proceedings of the 4th International Conference on Advances in Intelligent Data Analysis

On Directed and Undirected Propagation Algorithms for Bayesian Networks

ECSQARU '07 Proceedings of the 9th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty

Policy recognition in the abstract hidden Markov model

Journal of Artificial Intelligence Research

Nonparametric belief propagation

Communications of the ACM

Nonparametric belief propagation

CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition

A general algorithm for approximate inference and its application to hybrid bayes nets

UAI'99 Proceedings of the Fifteenth conference on Uncertainty in artificial intelligence

HUGS: combining exact inference and Gibbs sampling in junction trees

UAI'95 Proceedings of the Eleventh conference on Uncertainty in artificial intelligence

Importance sampling-based estimation over AND/OR search spaces for graphical models

Artificial Intelligence