| 2004 | An Extended Cencov-Campbell Characterization of Conditional Information Geometry. | Guy Lebanon |
| 2004 | Selection of Identifiability Criteria for Total Effects by using Path Diagrams. | Manabu Kuroki, Zhihong Cai |
| 2004 | Pre-Selection of Independent Binary Features: An Application to Diagnosing Scrapie in. | Ludmila I. Kuncheva, Christopher J. Whitaker, Peter D. Cockcroft, Z. S. J. Hoare |
| 2004 | Conditional Chow-Liu Tree Structures for Modeling Discrete-Valued Vector Time Series. | Sergey Kirshner, Padhraic Smyth, Andrew Robertson |
| 2004 | Modeling Waveform Shapes with Random E ects Segmental Hidden Markov Models. | Seyoung Kim, Padhraic Smyth, Stefan Luther |
| 2004 | A Generative Bayesian Model for Aggregating Experts' Probabilities. | Joseph M. Kahn |
| 2004 | Joint Discovery of Haplotype Blocks and Complex Trait Associations from SNP Sequences. | Nebojsa Jojic, Vladimir Jojic, David Heckerman |
| 2004 | Probabilistic Index Maps for Modeling Natural Signals. | Nebojsa Jojic, Yaron Caspi, Manuel Reyes-Gomez |
| 2004 | A Bayesian Approach toward Active Learning for Collaborative Filtering. | Rong Jin, Luo Si |
| 2004 | Regret Minimizing Equilibria and Mechanisms for Games with Strict Type Uncertainty. | Nathanael Hyafil, Craig Boutilier |
| 2004 | Dynamical Systems Trees. | Andrew G. Howard, Tony Jebara |
| 2004 | Dependent Dirichlet Priors and Optimal Linear Estimators for Belief Net Parameters. | Peter Hooper |
| 2004 | From Fields to Trees. | Firas Hamze, Nando de Freitas |
| 2004 | Solving Factored MDPs with Continuous and Discrete Variables. | Carlos Guestrin, Milos Hauskrecht, Branislav Kveton |
| 2004 | When Ignorance is Bliss. | Peter Grnwald, Joseph Y. Halpern |
| 2004 | Exploiting First-Order Regression in Inductive Policy Selection. | Charles Gretton, Sylvie Thibaux |
| 2004 | Bidding under Uncertainty: Theory and Experiments. | Amy Greenwald, Justin A. Boyan |
| 2004 | A Complete Anytime Algorithm for Treewidth. | Vibhav Gogate, Rina Dechter |
| 2004 | The Minimum Information Principle for Discriminative Learning. | Amir Globerson, Naftali Tishby |
| 2004 | Decision Making for Symbolic Probability. | Phan Hong Giang, Sathyakama Sandilya |
| 2004 | Algebraic Statistics in Model Selection. | Luis David Garcia |
| 2004 | On-line Prediction with Kernels and the Complexity Approximation Principle. | Alex Gammerman, Yuri Kalnishkan, Vladimir Vovk |
| 2004 | Monotonicity in Bayesian Networks. | Linda C. van der Gaag, Hans L. Bodlaender, A. J. Feelders |
| 2004 | Metrics for Finite Markov Decision Processes. | Norm Ferns, Prakash Panangaden, Doina Precup |
| 2004 | Region-Based Incremental Pruning for POMDPs. | Zhengzhu Feng, Shlomo Zilberstein |