Probabilistic Reasoning using Graphical Models

Efficient Inference

[1] Zijun Cui, Hanjing Wang, Tian Gao, Kartik Talamadupula and Qiang Ji, Variational Message Passing Neural Network for Maximum-A-Posteriori Inference, 38th Conference on Uncertainty in Artificial Intelligence (UAI), 2022. [PDF]
[2] Cassio de Campos and Qiang Ji, Strategy Selection in Influence Diagrams using Imprecise Probabilities, the 24th Conference on Uncertainty in Artificial Intelligence (UAI), 2008. [PDF]
[3] Weihong Zhang and Qiang Ji, A Factorization Approach To Evaluating Simultaneous Influence Diagrams, IEEE Transactions on Systems, Man, and Cybernetics A, p746-754, Vol. 36, No. 4, July, 2006. [PDF]
[4] Wenhui Liao, Weihong Zhang, and Qiang Ji, A Factor Tree Inference Algorithm for Bayesian Networks and its Application, the 16th IEEE International Conference on Tools with Artificial Intelligence, Nov., 2004. [PDF]