| 1998 | A Comparison of Lauritzen-Spiegelhalter, Hugin, and Shenoy-Shafer Architectures for Computing Marginals of Probability Distributions. Vasilica Lepar, Prakash P. Shenoy |
| 1998 | A Hybrid Algorithm to Compute Marginal and Joint Beliefs in Bayesian Networks and Its Complexity. Mark Bloemeke, Marco Valtorta |
| 1998 | A Multivariate Discretization Method for Learning Bayesian Networks from Mixed Data. Stefano Monti, Gregory F. Cooper |
| 1998 | An Anytime Algorithm for Decision Making under Uncertainty. Michael C. Horsch, David L. Poole |
| 1998 | An Experimental Comparison of Several Clustering and Initialization Methods. Marina Meila, David Heckerman |
| 1998 | Any Time Probabilistic Reasoning for Sensor Validation. Pablo H. Ibargüengoytia, Luis Enrique Sucar, Sunil Vadera |
| 1998 | Axiomatizing Causal Reasoning. Joseph Y. Halpern |
| 1998 | Bayes-Ball: The Rational Pastime (for Determining Irrelevance and Requisite Information in Belief Networks and Influence Diagrams). Ross D. Shachter |
| 1998 | Bayesian Networks from the Point of View of Chain Graphs. Milan Studený |
| 1998 | Comparative uncertainty, belief functions and accepted beliefs. Didier Dubois, Hélène Fargier, Henri Prade |
| 1998 | Constructing Situation Specific Belief Networks. Suzanne M. Mahoney, Kathryn B. Laskey |
| 1998 | Context-specific approximation in probabilistic inference. David Poole |
| 1998 | Dealing with Uncertainty in Situation Assessment: towards a Symbolic Approach. Charles Castel, Corine Cossart, Catherine Tessier |
| 1998 | Dealing with uncertainty on the initial state of a Petri net. Iman Jarkass, Michèle Rombaut |
| 1998 | Decision Theoretic Foundations of Graphical Model Selection. Paola Sebastiani, Marco Ramoni |
| 1998 | Dynamic Jointrees. Adnan Darwiche |
| 1998 | Empirical Analysis of Predictive Algorithms for Collaborative Filtering. John S. Breese, David Heckerman, Carl Myers Kadie |
| 1998 | Empirical Evaluation of Approximation Algorithms for Probabilistic Decoding. Irina Rish, Kalev Kask, Rina Dechter |
| 1998 | Evaluating Las Vegas Algorithms: Pitfalls and Remedies. Holger H. Hoos, Thomas Stützle |
| 1998 | Exact Inference of Hidden Structure from Sample Data in noisy-OR Networks. Michael J. Kearns, Yishay Mansour |
| 1998 | Flexible Decomposition Algorithms for Weakly Coupled Markov Decision Problems. Ronald Parr |
| 1998 | Flexible and Approximate Computation through State-Space Reduction. Andrea Bobbio |
| 1998 | From Likelihood to Plausibility. Paul-André Monney |
| 1998 | Graphical Models and Exponential Families. Dan Geiger |
| 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 | Hierarchical Solution of Markov Decision Processes using Macro-actions. Milos Hauskrecht, Nicolas Meuleau, Leslie Pack Kaelbling, Thomas L. Dean, Craig Boutilier |
| 1998 | Implementing Resolute Choice Under Uncertainty. Jean-Yves Jaffray |
| 1998 | Incremental Tradeoff Resolution in Qualitative Probabilistic Networks. Chao-Lin Liu, Michael P. Wellman |
| 1998 | Inferring Informational Goals from Free-Text Queries: A Bayesian Approach. David Heckerman, Eric Horvitz |
| 1998 | Irrelevance and Independence Relations in quasi-Bayesian Networks. Fábio Gagliardi Cozman |
| 1998 | Large Deviation Methods for Approximate Probabilistic Inference. Michael J. Kearns, Lawrence K. Saul |
| 1998 | Lazy Propagation in Junction Trees. Anders L. Madsen, Finn Verner Jensen |
| 1998 | Learning From What You Don't Observe. Mark A. Peot, Ross D. Shachter |
| 1998 | Learning Mixtures of DAG Models. Bo Thiesson, Christopher Meek, David Maxwell Chickering, David Heckerman |
| 1998 | Learning by Transduction. Alexander Gammerman, Volodya Vovk, Vladimir Vapnik |
| 1998 | Learning the Structure of Dynamic Probabilistic Networks. Nir Friedman, Kevin P. Murphy, Stuart Russell |
| 1998 | Logarithmic Time Parallel Bayesian Inference. David M. Pennock |
| 1998 | Magic Inference Rules for Probabilistic Deduction under Taxonomic Knowledge. Thomas Lukasiewicz |
| 1998 | Marginalizing in Undirected Graph and Hypergraph Models. Enrique F. Castillo, Juan M. Fernández-Luna, Pilar Sanmartin |
| 1998 | Measure Selection: Notions of Rationality and Representation Independence. Manfred Jaeger |
| 1998 | Merging uncertain knowledge bases in a possibilistic logic framework. Salem Benferhat, Claudio Sossai |
| 1998 | Minimum Encoding Approaches for Predictive Modeling. Peter Grünwald, Petri Kontkanen, Petri Myllymäki, Tomi Silander, Henry Tirri |
| 1998 | Mixture Representations for Inference and Learning in Boltzmann Machines. Neil D. Lawrence, Christopher M. Bishop, Michael I. Jordan |
| 1998 | On the Acceptability of Arguments in Preference-based Argumentation. Leila Amgoud, Claudette Cayrol |
| 1998 | On the Geometry of Bayesian Graphical Models with Hidden Variables. Raffaella Settimi, Jim Q. Smith |
| 1998 | On the semi-Markov Equivalence of Causal Models. Benoit Desjardins |
| 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 | Psychological and Normative Theories of Causal Power and the Probabilities of Causes. Clark Glymour |
| 1998 | Qualitative Decision Theory with Sugeno Integrals. Didier Dubois, Henri Prade, Régis Sabbadin |
| 1998 | Query Expansion in Information Retrieval Systems using a Bayesian Network-Based Thesaurus. Luis M. de Campos, Juan M. Fernández-Luna, Juan F. Huete |
| 1998 | Resolving Conflicting Arguments under Uncertainties. Benson Hin Kwong Ng, Kam-Fai Wong, Boon Toh Low |
| 1998 | Solving POMDPs by Searching in Policy Space. Eric A. Hansen |
| 1998 | Structured Reachability Analysis for Markov Decision Processes. Craig Boutilier, Ronen I. Brafman, Christopher W. Geib |
| 1998 | Switching Portfolios. Yoram Singer |
| 1998 | The Bayesian Structural EM Algorithm. Nir Friedman |
| 1998 | The Lumière 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 | Toward Case-Based Preference Elicitation: Similarity Measures on Preference Structures. Vu A. Ha, Peter Haddawy |
| 1998 | Tractable Inference for Complex Stochastic Processes. Xavier Boyen, Daphne Koller |
| 1998 | Treatment Choice in Heterogeneous Populations Using Experiments without Covariate Data. Charles F. Manski |
| 1998 | UAI '98: Proceedings of the Fourteenth Conference on Uncertainty in Artificial Intelligence, University of Wisconsin Business School, Madison, Wisconsin, USA, July 24-26, 1998 Gregory F. Cooper, Serafín Moral |
| 1998 | Updating Sets of Probabilities. Adam J. Grove, Joseph Y. Halpern |
| 1998 | Using Qualitative Relationships for Bounding Probability Distributions. Chao-Lin Liu, Michael P. Wellman |
| 1998 | Utility Elicitation as a Classification Problem. Urszula Chajewska, Lise Getoor, Joseph Norman, Yuval Shahar |