| 1998 | Resolving Conflicting Arguments under Uncertainties. | Benson Hin Kwong Ng, Kam-Fai Wong, Boon Toh Low |
| 1998 | A Multivariate Discretization Method for Learning Bayesian Networks from Mixed Data. | Stefano Monti, Gregory F. Cooper |
| 1998 | From Likelihood to Plausibility. | Paul-Andr Monney |
| 1998 | An Experimental Comparison of Several Clustering and Initialization Methods. | Marina Meila, David Heckerman |
| 1998 | Treatment Choice in Heterogeneous Populations Using Experiments without Covariate Data. | Charles F. Manski |
| 1998 | Constructing Situation Specific Belief Networks. | Suzanne M. Mahoney, Kathryn B. Laskey |
| 1998 | Lazy Propagation in Junction Trees. | Anders L. Madsen, Finn Verner Jensen |
| 1998 | Magic Inference Rules for Probabilistic Deduction under Taxonomic Knowledge. | Thomas Lukasiewicz |
| 1998 | Using Qualitative Relationships for Bounding Probability Distributions. | Chao-Lin Liu, Michael P. Wellman |
| 1998 | Incremental Tradeoff Resolution in Qualitative Probabilistic Networks. | Chao-Lin Liu, Michael P. Wellman |
| 1998 | A Comparison of Lauritzen-Spiegelhalter, Hugin, and Shenoy-Shafer Architectures for Computing Marginals of Probability Distributions. | Vasilica Lepar, Prakash P. Shenoy |
| 1998 | Mixture Representations for Inference and Learning in Boltzmann Machines. | Neil D. Lawrence, Christopher M. Bishop, Michael I. Jordan |
| 1998 | Large Deviation Methods for Approximate Probabilistic Inference. | Michael J. Kearns, Lawrence K. Saul |
| 1998 | Exact Inference of Hidden Structure from Sample Data in noisy-OR Networks. | Michael J. Kearns, Yishay Mansour |
| 1998 | Hierarchical Mixtures-of-Experts for Exponential Family Regression Models with Generalized Linear Mean Functions: A Survey of Approximation and Consistency Results. | Wenxin Jiang, Martin A. Tanner |
| 1998 | Dealing with uncertainty on the initial state of a Petri net. | Iman Jarkass, Michle Rombaut |
| 1998 | Implementing Resolute Choice Under Uncertainty. | Jean-Yves Jaffray |
| 1998 | Measure Selection: Notions of Rationality and Representation Independence. | Manfred Jaeger |
| 1998 | Any Time Probabilistic Reasoning for Sensor Validation. | Pablo H. Ibargengoytia, Luis Enrique Sucar, Sunil Vadera |
| 1998 | The Lumire Project: Bayesian User Modeling for Inferring the Goals and Needs of Software Users. | Eric Horvitz, Jack S. Breese, David Heckerman, David Hovel, Koos Rommelse |
| 1998 | An Anytime Algorithm for Decision Making under Uncertainty. | Michael C. Horsch, David L. Poole |
| 1998 | Evaluating Las Vegas Algorithms: Pitfalls and Remedies. | Holger H. Hoos, Thomas Sttzle |
| 1998 | Inferring Informational Goals from Free-Text Queries: A Bayesian Approach. | David Heckerman, Eric Horvitz |
| 1998 | Hierarchical Solution of Markov Decision Processes using Macro-actions. | Milos Hauskrecht, Nicolas Meuleau, Leslie Pack Kaelbling, Thomas L. Dean, Craig Boutilier |
| 1998 | Solving POMDPs by Searching in Policy Space. | Eric A. Hansen |