| 1998 | Axiomatizing Causal Reasoning. | Joseph Y. Halpern |
| 1998 | Toward Case-Based Preference Elicitation: Similarity Measures on Preference Structures. | Vu A. Ha, Peter Haddawy |
| 1998 | Minimum Encoding Approaches for Predictive Modeling. | Peter Grnwald, Petri Kontkanen, Petri Myllymki, Tomi Silander, Henry Tirri |
| 1998 | Updating Sets of Probabilities. | Adam J. Grove, Joseph Y. Halpern |
| 1998 | Psychological and Normative Theories of Causal Power and the Probabilities of Causes. | Clark Glymour |
| 1998 | Graphical Models and Exponential Families. | Dan Geiger |
| 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 | The Bayesian Structural EM Algorithm. | Nir Friedman |
| 1998 | Qualitative Decision Theory with Sugeno Integrals. | Didier Dubois, Henri Prade, Rgis Sabbadin |
| 1998 | Comparative uncertainty, belief functions and accepted beliefs. | Didier Dubois, Hlne Fargier, Henri Prade |
| 1998 | On the semi-Markov Equivalence of Causal Models. | Benoit Desjardins |
| 1998 | Dynamic Jointrees. | Adnan Darwiche |
| 1998 | Irrelevance and Independence Relations in quasi-Bayesian Networks. | Fbio Gagliardi Cozman |
| 1998 | Utility Elicitation as a Classification Problem. | Urszula Chajewska, Lise Getoor, Joseph Norman, Yuval Shahar |
| 1998 | Marginalizing in Undirected Graph and Hypergraph Models. | Enrique F. Castillo, Juan M. Fernndez-Luna, Pilar Sanmartin |
| 1998 | Dealing with Uncertainty in Situation Assessment: towards a Symbolic Approach. | Charles Castel, Corine Cossart, Catherine Tessier |
| 1998 | Query Expansion in Information Retrieval Systems using a Bayesian Network-Based Thesaurus. | Luis M. de Campos, Juan M. Fernndez-Luna, Juan F. Huete |
| 1998 | Empirical Analysis of Predictive Algorithms for Collaborative Filtering. | John S. Breese, David Heckerman, Carl Myers Kadie |
| 1998 | Tractable Inference for Complex Stochastic Processes. | Xavier Boyen, Daphne Koller |
| 1998 | Structured Reachability Analysis for Markov Decision Processes. | Craig Boutilier, Ronen I. Brafman, Christopher W. Geib |
| 1998 | Flexible and Approximate Computation through State-Space Reduction. | Andrea Bobbio |
| 1998 | A Hybrid Algorithm to Compute Marginal and Joint Beliefs in Bayesian Networks and Its Complexity. | Mark Bloemeke, Marco Valtorta |
| 1998 | Merging uncertain knowledge bases in a possibilistic logic framework. | Salem Benferhat, Claudio Sossai |
| 1998 | On the Acceptability of Arguments in Preference-based Argumentation. | Leila Amgoud, Claudette Cayrol |