Probabilistic inference in multiply connected belief networks using loop cutsets

Approximation algorithms for the vertex feedback set problem with applications to constraint satisfaction and Bayesian inference

SODA '94 Proceedings of the fifth annual ACM-SIAM symposium on Discrete algorithms

Inverse inbreeding coefficient problems with an application to linkage analysis of recessive diseases in inbred populations

Proceedings of the tenth annual ACM-SIAM symposium on Discrete algorithms

Complex Probabilistic Modeling with Recursive Relational Bayesian Networks

Annals of Mathematics and Artificial Intelligence

Controlled generation of hard and easy Bayesian networks: Impact on maximal clique size in tree clustering

Artificial Intelligence

Macroscopic models of clique tree growth for Bayesian networks

AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 2

Randomized algorithms for the loop cutset problem

Journal of Artificial Intelligence Research

A recurrence local computation approach towards ordering composite beliefs in bayesian belief networks

International Journal of Approximate Reasoning

Empirical analysis of an on-line adaptive system using a mixture of Bayesian networks

Information Sciences: an International Journal

Understanding the scalability of Bayesian network inference using clique tree growth curves

Artificial Intelligence

Random algorithms for the loop cutset problem

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

Conditioning algorithms for exact and approximate inference in causal networks

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

Fast belief update using order-of-magnitude probabilities

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

Approximation algorithms for the loop cutset problem

UAI'94 Proceedings of the Tenth international conference on Uncertainty in artificial intelligence

Global conditioning for probabilistic inference in belief networks

UAI'94 Proceedings of the Tenth international conference on Uncertainty in artificial intelligence

Review: learning bayesian networks: Approaches and issues

The Knowledge Engineering Review