| 2004 | "Ideal Parent" Structure Learning for Continuous Variable Networks. Iftach Nachman, Gal Elidan, Nir Friedman |
| 2004 | A Bayesian Approach toward Active Learning for Collaborative Filtering. Rong Jin, Luo Si |
| 2004 | A Complete Anytime Algorithm for Treewidth. Vibhav Gogate, Rina Dechter |
| 2004 | A Generative Bayesian Model for Aggregating Experts' Probabilities. Joseph M. Kahn |
| 2004 | A Hierarchical Graphical Model for Record Linkage. Pradeep Ravikumar, William W. Cohen |
| 2004 | A Logic Programming Framework for Possibilistic Argumentation with Vague Knowledge. Carlos Iván Chesñevar, Guillermo Ricardo Simari, Teresa Alsinet, Lluís Godo |
| 2004 | A New Characterization of Probabilities in Bayesian Networks. Lenhart K. Schubert |
| 2004 | A Unified framework for Order-of-magnitude Confidence Relations. Didier Dubois, Hélène Fargier |
| 2004 | ARMA Time-Series Modeling with Graphical Models. Bo Thiesson, David Maxwell Chickering, David Heckerman, Christopher Meek |
| 2004 | Active Model Selection. Omid Madani, Daniel J. Lizotte, Russell Greiner |
| 2004 | Algebraic Statistics in Model Selection. Luis David Garcia |
| 2004 | An Empirical Evaluation of Possible Variations of Lazy Propagation. Andres Madsen |
| 2004 | An Extended Cencov-Campbell Characterization of Conditional Information Geometry. Guy Lebanon |
| 2004 | An Integrated, Conditional Model of Information Extraction and Coreference with Appli. Ben Wellner, Andrew McCallum, Fuchun Peng, Michael Hay |
| 2004 | Annealed MAP. Changhe Yuan, Tsai-Ching Lu, Marek J. Druzdzel |
| 2004 | Applying Discrete PCA in Data Analysis. Wray L. Buntine, Aleks Jakulin |
| 2004 | Bayesian Biosurveillance of Disease Outbreaks. Gregory F. Cooper, Denver Dash, John D. Levander, Weng-Keen Wong, William R. Hogan, Michael M. Wagner |
| 2004 | Bayesian Learning in Undirected Graphical Models: Approximate MCMC Algorithms. Iain Murray, Zoubin Ghahramani |
| 2004 | Bidding under Uncertainty: Theory and Experiments. Amy Greenwald, Justin A. Boyan |
| 2004 | Blind Construction of Optimal Nonlinear Recursive Predictors for Discrete Sequences. Cosma Rohilla Shalizi, Kristina Lisa Shalizi |
| 2004 | Case-Factor Diagrams for Structured Probabilistic Modeling. David A. McAllester, Michael Collins, Fernando Pereira |
| 2004 | Compact Value-Function Representations for Qualitative Preferences. Ronen I. Brafman, Carmel Domshlak, Tanya Kogan |
| 2004 | Computing Best-Response Strategies in Infinite Games of Incomplete Information. Daniel M. Reeves, Michael P. Wellman |
| 2004 | Computing Nash Equilibria of Action-Graph Games. Navin A. R. Bhat, Kevin Leyton-Brown |
| 2004 | Conditional Chow-Liu Tree Structures for Modeling Discrete-Valued Vector Time Series. Sergey Kirshner, Padhraic Smyth, Andrew Robertson |
| 2004 | Convergence and Asymptotic Normality of Variational Bayesian Approximations for Expon. Bo Wang, D. M. Titterington |
| 2004 | Convolutional Factor Graphs as Probabilistic Models. Yongyi Mao, Frank R. Kschischang, Brendan J. Frey |
| 2004 | Decision Making for Symbolic Probability. Phan Hong Giang, Sathyakama Sandilya |
| 2004 | Dependent Dirichlet Priors and Optimal Linear Estimators for Belief Net Parameters. Peter Hooper |
| 2004 | Discretized Approximations for POMDP with Average Cost. Huizhen Yu, Dimitri P. Bertsekas |
| 2004 | Dynamic Programming for Structured Continuous Markov Decision Problems. Zhengzhu Feng, Richard Dearden, Nicolas Meuleau, Richard Washington |
| 2004 | Dynamical Systems Trees. Andrew G. Howard, Tony Jebara |
| 2004 | Evidence-invariant Sensitivity Bounds. Silja Renooij, Linda C. van der Gaag |
| 2004 | Exploiting First-Order Regression in Inductive Policy Selection. Charles Gretton, Sylvie Thiébaux |
| 2004 | Exponential Families for Conditional Random Fields. Yasemin Altun, Alexander J. Smola, Thomas Hofmann |
| 2004 | Factored Latent Analysis for far-field Tracking Data. Chris Stauffer |
| 2004 | From Fields to Trees. Firas Hamze, Nando de Freitas |
| 2004 | Graph Partition Strategies for Generalized Mean Field Inference. Eric P. Xing, Michael I. Jordan |
| 2004 | Heuristic Search Value Iteration for POMDPs. Trey Smith, Reid G. Simmons |
| 2004 | Hybrid Influence Diagrams Using Mixtures of Truncated Exponentials. Barry R. Cobb, Prakash P. Shenoy |
| 2004 | Identifying Conditional Causal Effects. Jin Tian |
| 2004 | Iterative Conditional Fitting for Gaussian Ancestral Graph Models. Mathias Drton, Thomas S. Richardson |
| 2004 | Joint Discovery of Haplotype Blocks and Complex Trait Associations from SNP Sequences. Nebojsa Jojic, Vladimir Jojic, David Heckerman |
| 2004 | Learning Diagnostic Policies from Examples by Systematic Search. Valentina Bayer Zubek |
| 2004 | Linear Contour Learning: A Method for Supervised Dimension Reduction. Bing Li, Hongyuan Zha, Francesca Chiaromonte |
| 2004 | MOB-ESP and other Improvements in Probability Estimation. Rodney D. Nielsen |
| 2004 | Maximum Entropy for Collaborative Filtering. C. Lawrence Zitnick, Takeo Kanade |
| 2004 | Metrics for Finite Markov Decision Processes. Norm Ferns, Prakash Panangaden, Doina Precup |
| 2004 | Mixtures of Deterministic-Probabilistic Networks and their AND/OR Search Space. Rina Dechter, Robert Mateescu |
| 2004 | Modeling Waveform Shapes with Random E ects Segmental Hidden Markov Models. Seyoung Kim, Padhraic Smyth, Stefan Luther |
| 2004 | Monotonicity in Bayesian Networks. Linda C. van der Gaag, Hans L. Bodlaender, A. J. Feelders |
| 2004 | On Finding Minimal w-cutset. Bozhena Bidyuk, Rina Dechter |
| 2004 | On Modeling Profiles Instead of Values. Alon Orlitsky, Narayana P. Santhanam, Krishnamurthy Viswanathan, Junan Zhang |
| 2004 | On the Choice of Regions for Generalized Belief Propagation. Max Welling |
| 2004 | On-line Prediction with Kernels and the Complexity Approximation Principle. Alex Gammerman, Yuri Kalnishkan, Vladimir Vovk |
| 2004 | PAC-learning Bounded Tree-width Graphical Models. Mukund Narasimhan, Jeff A. Bilmes |
| 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 | Predictive State Representations: A New Theory for Modeling Dynamical Systems. Satinder Singh, Michael R. James, Matthew R. Rudary |
| 2004 | Probabilistic Index Maps for Modeling Natural Signals. Nebojsa Jojic, Yaron Caspi, Manuel Reyes-Gomez |
| 2004 | Propositional and Relational Bayesian Networks Associated with Imprecise and Qualitat. Fábio Gagliardi Cozman, Cassio Polpo de Campos, Jaime Shinsuke Ide, José Carlos Ferreira da Rocha |
| 2004 | Recovering Articulated Object Models from 3D Range Data. Dragomir Anguelov, Daphne Koller, Hoi-Cheung Pang, Praveen Srinivasan, Sebastian Thrun |
| 2004 | Region-Based Incremental Pruning for POMDPs. Zhengzhu Feng, Shlomo Zilberstein |
| 2004 | Regret Minimizing Equilibria and Mechanisms for Games with Strict Type Uncertainty. Nathanael Hyafil, Craig Boutilier |
| 2004 | Reputation Systems: An Axiomatic Approach. Moshe Tennenholtz |
| 2004 | Robust Probabilistic Inference in Distributed Systems. Mark A. Paskin, Carlos Guestrin |
| 2004 | Robustness of Causal Claims. Judea Pearl |
| 2004 | Selection of Identifiability Criteria for Total Effects by using Path Diagrams. Manabu Kuroki, Zhihong Cai |
| 2004 | Sensitivity Analysis in Bayesian Networks: From Single to Multiple Parameters. Hei Chan, Adnan Darwiche |
| 2004 | Sequential Information Elicitation in Multi-Agent Systems. Rann Smorodinsky, Moshe Tennenholtz |
| 2004 | Similarity-Driven Cluster Merging Method for Unsupervised Fuzzy Clustering. Xuejian Xiong, Kap Luk Chan |
| 2004 | Solving Factored MDPs with Continuous and Discrete Variables. Carlos Guestrin, Milos Hauskrecht, Branislav Kveton |
| 2004 | Stable Independance and Complexity of Representation. Peter R. de Waal, Linda C. van der Gaag |
| 2004 | The Author-Topic Model for Authors and Documents. Michal Rosen-Zvi, Thomas L. Griffiths, Mark Steyvers, Padhraic Smyth |
| 2004 | The Minimum Information Principle for Discriminative Learning. Amir Globerson, Naftali Tishby |
| 2004 | UAI '04, Proceedings of the 20th Conference in Uncertainty in Artificial Intelligence, Banff, Canada, July 7-11, 2004 David Maxwell Chickering, Joseph Y. Halpern |
| 2004 | Using Arguments for Making Decisions: A Possibilistic Logic Approach. Leila Amgoud, Henri Prade |
| 2004 | Variational Chernoff Bounds for Graphical Models. Pradeep Ravikumar, John D. Lafferty |
| 2004 | When Ignorance is Bliss. Peter Grünwald, Joseph Y. Halpern |