| 1999 | Comparing Bayesian Network Classifiers. | Jie Cheng, Russell Greiner |
| 1999 | Discovering the Hidden Structure of Complex Dynamic Systems. | Xavier Boyen, Nir Friedman, Daphne Koller |
| 1999 | Continuous Value Function Approximation for Sequential Bidding Policies. | Craig Boutilier, Moiss Goldszmidt, Bikash Sabata |
| 1999 | Reasoning With Conditional Ceteris Paribus Preference Statements. | Craig Boutilier, Ronen I. Brafman, Holger H. Hoos, David Poole |
| 1999 | Artificial Decision Making Under Uncertainty in Intelligent Buildings. | Magnus Boman, Paul Davidsson, Hkan L. S. Younes |
| 1999 | Possibilistic logic bases and possibilistic graphs. | Salem Benferhat, Didier Dubois, Laurent Garcia, Henri Prade |
| 1999 | Random Algorithms for the Loop Cutset Problem. | Ann Becker, Reuven Bar-Yehuda, Dan Geiger |
| 1999 | An Application of Uncertain Reasoning to Requirements Engineering. | Philip S. Barry, Kathryn B. Laskey |
| 1999 | Relative Loss Bounds for On-line Density Estirnation with the Exponential Family of Distributions. | Katy S. Azoury, Manfred K. Warmuth |
| 1999 | Inferring Parameters and Structure of Latent Variable Models by Variational Bayes. | Hagai Attias |
| 1999 | A Temporal Bayesian Network for Diagnosis and Prediction. | Gustavo Arroyo-Figueroa, Luis Enrique Sucar |
| 1999 | On the Semantics and Automated Deduction for PLFC, a Logic of Possibilistic Uncertainty and Fuzziness. | Teresa Alsinet, Llus Godo, Sandra A. Sandri |
| 1998 | Planning with Partially Observable Markov Decision Processes: Advances in Exact Solution Method. | Nevin Lianwen Zhang, Stephen S. Lee |
| 1998 | Probabilistic Inference in Influence Diagrams. | Nevin Lianwen Zhang |
| 1998 | Learning Mixtures of DAG Models. | Bo Thiesson, Christopher Meek, David Maxwell Chickering, David Heckerman |
| 1998 | Bayesian Networks from the Point of View of Chain Graphs. | Milan Studen |
| 1998 | Switching Portfolios. | Yoram Singer |
| 1998 | Bayes-Ball: The Rational Pastime (for Determining Irrelevance and Requisite Information in Belief Networks and Influence Diagrams). | Ross D. Shachter |
| 1998 | On the Geometry of Bayesian Graphical Models with Hidden Variables. | Raffaella Settimi, Jim Q. Smith |
| 1998 | Decision Theoretic Foundations of Graphical Model Selection. | Paola Sebastiani, Marco Ramoni |
| 1998 | Empirical Evaluation of Approximation Algorithms for Probabilistic Decoding. | Irina Rish, Kalev Kask, Rina Dechter |
| 1998 | Context-specific approximation in probabilistic inference. | David Poole |
| 1998 | Learning From What You Don't Observe. | Mark A. Peot, Ross D. Shachter |
| 1998 | Logarithmic Time Parallel Bayesian Inference. | David M. Pennock |
| 1998 | Flexible Decomposition Algorithms for Weakly Coupled Markov Decision Problems. | Ronald Parr |