| 2003 | 1 Billion Pages = 1 Million Dollars? Mining the Web to Play "Who Wants to be a Millionaire?". Shyong K. Lam, David M. Pennock, Dan Cosley, Steve Lawrence |
| 2003 | A Distance-Based Branch and Bound Feature Selection Algorithm. Ari Frank, Dan Geiger, Zohar Yakhini |
| 2003 | A Linear Belief Function Approach to Portfolio Evaluation. Liping Liu, Catherine Shenoy, Prakash P. Shenoy |
| 2003 | A Logic for Reasoning about Evidence. Joseph Y. Halpern, Riccardo Pucella |
| 2003 | A New Algorithm for Maximum Likelihood Estimation in Gaussian Graphical Models for Marginal Independence. Mathias Drton, Thomas S. Richardson |
| 2003 | A Simple Insight into Iterative Belief Propagation's Success. Rina Dechter, Robert Mateescu |
| 2003 | A generalized mean field algorithm for variational inference in exponential families. Eric P. Xing, Michael I. Jordan, Stuart Russell |
| 2003 | A possibilistic handling of partially ordered information. Salem Benferhat, Sylvain Lagrue, Odile Papini |
| 2003 | Active Collaborative Filtering. Craig Boutilier, Richard S. Zemel, Benjamin M. Marlin |
| 2003 | An Axiomatic Approach to Robustness in Search Problems with Multiple Scenarios. Patrice Perny, Olivier Spanjaard |
| 2003 | An Empirical Study of w-Cutset Sampling for Bayesian Networks. Bozhena Bidyuk, Rina Dechter |
| 2003 | An Importance Sampling Algorithm Based on Evidence Pre-propagation. Changhe Yuan, Marek J. Druzdzel |
| 2003 | Approximate Decomposition: A Method for Bounding and Estimating Probabilistic and Deterministic Queries. David Larkin |
| 2003 | Approximate Inference and Constrained Optimization. Tom Heskes, Kees Albers, Bert Kappen |
| 2003 | Automated Analytic Asymptotic Evaluation of the Marginal Likelihood for Latent Models. Dmitry Rusakov, Dan Geiger |
| 2003 | Bayesian Hierarchical Mixtures of Experts. Christopher M. Bishop, Markus Svensén |
| 2003 | Boltzmann Machine Learning with the Latent Maximum Entropy Principle. Shaojun Wang, Dale Schuurmans, Fuchun Peng, Yunxin Zhao |
| 2003 | Budgeted Learning of Naive-Bayes Classifiers. Daniel J. Lizotte, Omid Madani, Russell Greiner |
| 2003 | CLP(BN): Constraint Logic Programming for Probabilistic Knowledge. Vítor Santos Costa, David Page, Maleeha Qazi, James Cussens |
| 2003 | Collaborative Ensemble Learning: Combining Collaborative and Content-Based Information Filtering via Hierarchical Bayes. Kai Yu, Anton Schwaighofer, Volker Tresp, Wei-Ying Ma, HongJiang Zhang |
| 2003 | Cooperative Negotiation in Autonomic Systems using Incremental Utility Elicitation. Craig Boutilier, Rajarshi Das, Jeffrey O. Kephart, Gerald Tesauro, William E. Walsh |
| 2003 | Dealing with Uncertainty in Fuzzy Inductive Reasoning Methodology. Francisco Mugica, Àngela Nebot, Pilar Gómez |
| 2003 | Decentralized Sensor Fusion with Distributed Particle Filters. Matthew Rosencrantz, Geoffrey J. Gordon, Sebastian Thrun |
| 2003 | Decision Making with Partially Consonant Belief Functions. Phan Hong Giang, Prakash P. Shenoy |
| 2003 | Efficient Gradient Estimation for Motor Control Learning. Gregory Lawrence, Noah J. Cowan, Stuart Russell |
| 2003 | Efficient Inference in Large Discrete Domains. Rita Sharma, David Poole |
| 2003 | Efficient Parametric Projection Pursuit Density Estimation. Max Welling, Richard S. Zemel, Geoffrey E. Hinton |
| 2003 | Efficiently Inducing Features of Conditional Random Fields. Andrew McCallum |
| 2003 | Exploiting Locality in Searching the Web. Joel Young, Thomas L. Dean |
| 2003 | Extending Factor Graphs so as to Unify Directed and Undirected Graphical Models. Brendan J. Frey |
| 2003 | Implementation and Comparison of Solution Methods for Decision Processes with Non-Markovian Rewards. Charles Gretton, David Price, Sylvie Thiébaux |
| 2003 | Incremental compilation of Bayesian networks. M. Julia Flores, José A. Gámez, Kristian G. Olesen |
| 2003 | Inference in Polytrees with Sets of Probabilities. José Carlos Ferreira da Rocha, Fábio Gagliardi Cozman, Cassio Polpo de Campos |
| 2003 | Large-Sample Learning of Bayesian Networks is NP-Hard. David Maxwell Chickering, Christopher Meek, David Heckerman |
| 2003 | Layerwidth: Analysis of a New Metric for Directed Acyclic Graphs. Mark Hopkins |
| 2003 | Learning Continuous Time Bayesian Networks. Uri Nodelman, Christian R. Shelton, Daphne Koller |
| 2003 | Learning Generative Models of Similarity Matrices. Rómer Rosales, Brendan J. Frey |
| 2003 | Learning Measurement Models for Unobserved Variables. Ricardo Bezerra de Andrade e Silva, Richard Scheines, Clark Glymour, Peter Spirtes |
| 2003 | Learning Module Networks. Eran Segal, Dana Pe'er, Aviv Regev, Daphne Koller, Nir Friedman |
| 2003 | Learning Riemannian Metrics. Guy Lebanon |
| 2003 | Locally Weighted Naive Bayes. Eibe Frank, Mark A. Hall, Bernhard Pfahringer |
| 2003 | Loopy Belief Propagation as a Basis for Communication in Sensor Networks. Christopher Crick, Avi Pfeffer |
| 2003 | Marginalizing Out Future Passengers in Group Elevator Control. Daniel Nikovski, Matthew Brand |
| 2003 | Markov Random Walk Representations with Continuous Distributions. Chen-Hsiang Yeang, Martin Szummer |
| 2003 | Monte Carlo Matrix Inversion Policy Evaluation. Fletcher Lu, Dale Schuurmans |
| 2003 | Monte-Carlo optimizations for resource allocation problems in stochastic network systems. Milos Hauskrecht, Tomás Singliar |
| 2003 | New Advances in Inference by Recursive Conditioning. David Allen, Adnan Darwiche |
| 2003 | On Information Regularization. Adrian Corduneanu, Tommi S. Jaakkola |
| 2003 | On Local Optima in Learning Bayesian Networks. Jens Dalgaard Nielsen, Tomás Kocka, José M. Peña |
| 2003 | On Triangulating Dynamic Graphical Models. Jeff A. Bilmes, Chris D. Bartels |
| 2003 | On revising fuzzy belief bases. Richard Booth, Eva Richter |
| 2003 | On the Convergence of Bound Optimization Algorithms. Ruslan Salakhutdinov, Sam T. Roweis, Zoubin Ghahramani |
| 2003 | Optimal Limited Contingency Planning. Nicolas Meuleau, David E. Smith |
| 2003 | Parametric Dependability Analysis through Probabilistic Horn Abduction. Andrea Bobbio, Stefania Montani, Luigi Portinale |
| 2003 | Phase Transition of Tractability in Constraint Satisfaction and Bayesian Network Inference. Yong Gao |
| 2003 | Policy-contingent abstraction for robust robot control. Joelle Pineau, Geoffrey J. Gordon, Sebastian Thrun |
| 2003 | Practically Perfect. Christopher Meek, David Maxwell Chickering |
| 2003 | Preference-based Graphic Models for Collaborative Filtering. Rong Jin, Luo Si, ChengXiang Zhai |
| 2003 | Probabilistic Models For Joint Clustering And Time-Warping Of Multidimensional Curves. Darya Chudova, Scott Gaffney, Padhraic Smyth |
| 2003 | Probabilistic Reasoning about Actions in Nonmonotonic Causal Theories. Thomas Eiter, Thomas Lukasiewicz |
| 2003 | Reasoning about Bayesian Network Classifiers. Hei Chan, Adnan Darwiche |
| 2003 | Renewal Strings for Cleaning Astronomical Databases. Amos J. Storkey, Nigel C. Hambly, Christopher K. I. Williams, Robert G. Mann |
| 2003 | Robust Independence Testing for Constraint-Based Learning of Causal Structure. Denver Dash, Marek J. Druzdzel |
| 2003 | Solving MAP Exactly using Systematic Search. James D. Park, Adnan Darwiche |
| 2003 | Stochastic Complexity of Bayesian Networks. Keisuke Yamazaki, Sumio Watanabe |
| 2003 | Strong Faithfulness and Uniform Consistency in Causal Inference. Jiji Zhang, Peter Spirtes |
| 2003 | Structure-Based Causes and Explanations in the Independent Choice Logic. Alberto Finzi, Thomas Lukasiewicz |
| 2003 | Sufficient Dimensionality Reduction with Irrelevance Statistics. Amir Globerson, Gal Chechik, Naftali Tishby |
| 2003 | Symbolic Generalization for On-line Planning. Zhengzhu Feng, Eric A. Hansen, Shlomo Zilberstein |
| 2003 | Systematic vs. Non-systematic Algorithms for Solving the MPE Task. Radu Marinescu, Kalev Kask, Rina Dechter |
| 2003 | The Information Bottleneck EM Algorithm. Gal Elidan, Nir Friedman |
| 2003 | The Revisiting Problem in Mobile Robot Map Building: A Hierarchical Bayesian Approach. Benjamin Stewart, Jonathan Ko, Dieter Fox, Kurt Konolige |
| 2003 | UAI '03, Proceedings of the 19th Conference in Uncertainty in Artificial Intelligence, Acapulco, Mexico, August 7-10 2003 Christopher Meek, Uffe Kjærulff |
| 2003 | Updating with incomplete observations. Gert de Cooman, Marco Zaffalon |
| 2003 | Upgrading Ambiguous Signs in QPNs. Janneke H. Bolt, Silja Renooij, Linda C. van der Gaag |
| 2003 | Using the structure of d-connecting paths as a qualitative measure of the strength of dependence. Sanjay Chaudhuri, Thomas Richardson |
| 2003 | Value Elimination: Bayesian Interence via Backtracking Search. Fahiem Bacchus, Shannon Dalmao, Toniann Pitassi |
| 2003 | Web-Based Question Answering: A Decision-Making Perspective. David Azari, Eric Horvitz, Susan T. Dumais, Eric Brill |