| 1999 | SPOOK: A system for probabilistic object-oriented knowledge representation. | Avi Pfeffer, Daphne Koller, Brian Milch, Ken T. Takusagawa |
| 1999 | Graphical Representations of Consensus Belief. | David M. Pennock, Michael P. Wellman |
| 1999 | Variational Learning in Mixed-State Dynamic Graphical Models. | Vladimir Pavlovic, Brendan J. Frey, Thomas S. Huang |
| 1999 | Accelerating EM: An Empirical Study. | Luis E. Ortiz, Leslie Pack Kaelbling |
| 1999 | Welldefined Decision Scenarios. | Thomas D. Nielsen, Finn Verner Jensen |
| 1999 | The Decision-Theoretic Interactive Video Advisor. | Hien Nguyen, Peter Haddawy |
| 1999 | Learning Bayesian Networks with Restricted Causal Interactions. | Julian R. Neil, Chris S. Wallace, Kevin B. Korb |
| 1999 | Learning Bayesian Networks from Incomplete Data with Stochastic Search Algorithms. | James W. Myers, Kathryn B. Laskey, Tod S. Levitt |
| 1999 | Loopy Belief Propagation for Approximate Inference: An Empirical Study. | Kevin P. Murphy, Yair Weiss, Michael I. Jordan |
| 1999 | A Variational Approximation for Bayesian Networks with Discrete and Continuous Latent Variables. | Kevin P. Murphy |
| 1999 | Expected Utility Networks. | Pierfrancesco La Mura, Yoav Shoham |
| 1999 | A Bayesian Network Classifier that Combines a Finite Mixture Model and a NaIve Bayes Model. | Stefano Monti, Gregory F. Cooper |
| 1999 | Bayes Nets in Educational Assessment: Where the Numbers Come From. | Robert J. Mislevy, Russell G. Almond, Duanli Yan, Linda S. Steinberg |
| 1999 | Learning Finite-State Controllers for Partially Observable Environments. | Nicolas Meuleau, Leonid Peshkin, Kee-Eung Kim, Leslie Pack Kaelbling |
| 1999 | Solving POMDPs by Searching the Space of Finite Policies. | Nicolas Meuleau, Kee-Eung Kim, Leslie Pack Kaelbling, Anthony R. Cassandra |
| 1999 | Approximate Planning for Factored POMDPs using Belief State Simplification. | David A. McAllester, Satinder Singh |
| 1999 | On the Complexity of Policy Iteration. | Yishay Mansour, Satinder Singh |
| 1999 | Representing and Combining Partially Specified CPTs. | Suzanne M. Mahoney, Kathryn B. Laskey |
| 1999 | Lazy Evaluation of Symmetric Bayesian Decision Problems. | Anders L. Madsen, Finn Verner Jensen |
| 1999 | My Brain is Full: When More Memory Helps. | Christopher Lusena, Tong Li, Shelia Sittinger, Chris Wells, Judy Goldsmith |
| 1999 | Choosing Among Interpretations of Probability. | Henry E. Kyburg Jr., Choh Man Teng |
| 1999 | On Quantified Linguistic Approximation. | Ryszard Kowalczyk |
| 1999 | Bayesian Poker. | Kevin B. Korb, Ann E. Nicholson, Nathalie Jitnah |
| 1999 | On Supervised Selection of Bayesian Networks. | Petri Kontkanen, Petri Myllymki, Tomi Silander, Henry Tirri |
| 1999 | A General Algorithm for Approximate Inference and Its Application to Hybrid Bayes Nets. | Daphne Koller, Uri Lerner, Dragomir Anguelov |