| 2005 | "Say EM" for Selecting Probabilistic Models for Logical Sequences. Kristian Kersting, Tapani Raiko |
| 2005 | A Conditional Random Field for Discriminatively-trained Finite-state String Edit Distance. Andrew McCallum, Kedar Bellare, Fernando C. N. Pereira |
| 2005 | A Differential Semantics of Lazy AR Propagation. Andres Madsen |
| 2005 | A Function Approximation Approach to Estimation of Policy Gradient for POMDP with Structured Policies. Huizhen Yu |
| 2005 | A Heuristic Search Algorithm for Solving First-Order MDPs. Eldar Karabaev, Olga Skvortsova |
| 2005 | A Model for Reasoning with Uncertain Rules in Event Composition Systems. Segev Wasserkrug, Avigdor Gal, Opher Etzion |
| 2005 | A Revision-Based Approach to Resolving Conflicting Information. Guilin Qi, Weiru Liu, David A. Bell |
| 2005 | A Submodular-supermodular Procedure with Applications to Discriminative Structure Learning. Mukund Narasimhan, Jeff A. Bilmes |
| 2005 | A Transformational Characterization of Markov Equivalence for Directed Acyclic Graphs with Latent Variables. Jiji Zhang, Peter Spirtes |
| 2005 | A Unified Setting for Inference and Decision: An Argumentation-based Approach. Leila Amgoud |
| 2005 | An Algorithm for Computing Stochastically Stable Distributions with Applications to Multiagent Learning in Repeated Games. John R. Wicks, Amy Greenwald |
| 2005 | Approximate Inference Algorithms for Hybrid Bayesian Networks with Discrete Constraints. Vibhav Gogate, Rina Dechter |
| 2005 | Approximate Linear Programming for First-order MDPs. Scott Sanner, Craig Boutilier |
| 2005 | Asynchronous Dynamic Bayesian Networks. Avi Pfeffer, Terry Tai |
| 2005 | Bayes Blocks: An Implementation of the Variational Bayesian Building Blocks Framework. Markus Harva, Tapani Raiko, Antti Honkela, Harri Valpola, Juha Karhunen |
| 2005 | Bayes? Bluff: Opponent Modelling in Poker. Finnegan Southey, Michael H. Bowling, Bryce Larson, Carmelo Piccione, Neil Burch, Darse Billings, D. Chris Rayner |
| 2005 | Belief Updating and Learning in Semi-Qualitative Probabilistic Networks. Cassio Polpo de Campos, Fábio Gagliardi Cozman |
| 2005 | Bounding the Uncertainty of Graphical Games: The Complexity of Simple Requirements, Pareto and Strong Nash Equilibria. Gianluigi Greco, Francesco Scarcello |
| 2005 | Common Voting Rules as Maximum Likelihood Estimators. Vincent Conitzer, Tuomas Sandholm |
| 2005 | Cost Sensitive Reachability Heuristics for Handling State Uncertainty. Daniel Bryce, Subbarao Kambhampati |
| 2005 | Counterexample-guided Planning. Krishnendu Chatterjee, Thomas A. Henzinger, Ranjit Jhala, Rupak Majumdar |
| 2005 | Counterfactual Reasoning in Linear Structural Equation Models. Zhihong Cai, Manabu Kuroki |
| 2005 | Description Logics with Fuzzy Concrete Domains. Umberto Straccia |
| 2005 | Discovery of Non-gaussian Linear Causal Models using ICA. Shohei Shimizu, Aapo Hyvärinen, Yutaka Kano, Patrik O. Hoyer |
| 2005 | Efficient Algorithm for Estimation of Qualitative Expected Utility in Possibilistic Case-based Reasoning. Ryszard Kowalczyk |
| 2005 | Efficient Test Selection in Active Diagnosis via Entropy Approximation. Alice X. Zheng, Irina Rish, Alina Beygelzimer |
| 2005 | Evidence with Uncertain Likelihoods. Joseph Y. Halpern, Riccardo Pucella |
| 2005 | Existence and Finiteness Conditions for Risk-Sensitive Planning: Results and Conjectures. Yaxin Liu, Sven Koenig |
| 2005 | Expectation Maximization and Complex Duration Distributions for Continuous Time Bayesian Networks. Uri Nodelman, Christian R. Shelton, Daphne Koller |
| 2005 | Expectation Propagation for Continuous Time Bayesian Networks. Uri Nodelman, Daphne Koller, Christian R. Shelton |
| 2005 | Exploiting Evidence in Probabilistic Inference. Mark Chavira, David Allen, Adnan Darwiche |
| 2005 | Exploiting Evidence-dependent Sensitivity Bounds. Silja Renooij, Linda C. van der Gaag |
| 2005 | Generating Markov Equivalent Maximal Ancestral Graphs by Single Edge Replacement. Jin Tian |
| 2005 | Hybrid Bayesian Networks with Linear Deterministic Variables. Barry R. Cobb, Prakash P. Shenoy |
| 2005 | Learning Bayesian Network Parameters with Prior Knowledge about Context-Specific Qualitative Influences. A. J. Feelders, Linda C. van der Gaag |
| 2005 | Learning Factor Graphs in Polynomial Time & Sample Complexity. Pieter Abbeel, Daphne Koller, Andrew Y. Ng |
| 2005 | Learning about Individuals from Group Statistics. Nando de Freitas, Hendrik Kück |
| 2005 | Learning from Sparse Data by Exploiting Monotonicity Constraints. Eric Altendorf, Angelo C. Restificar, Thomas G. Dietterich |
| 2005 | Learning to Map Sentences to Logical Form: Structured Classification with Probabilistic Categorial Grammars. Luke S. Zettlemoyer, Michael Collins |
| 2005 | Local Markov Property for Models Satisfying Composition Axiom. Changsung Kang, Jin Tian |
| 2005 | Local Utility Elicitation in GAI Models. Darius Braziunas, Craig Boutilier |
| 2005 | MAA*: A Heuristic Search Algorithm for Solving Decentralized POMDPs. Daniel Szer, François Charpillet, Shlomo Zilberstein |
| 2005 | Maximum Margin Bayesian Networks. Yuhong Guo, Dana F. Wilkinson, Dale Schuurmans |
| 2005 | Metrics for Markov Decision Processes with Infinite State Spaces. Norm Ferns, Prakash Panangaden, Doina Precup |
| 2005 | Mining Associated Text and Images with Dual-Wing Harmoniums. Eric P. Xing, Rong Yan, Alexander G. Hauptmann |
| 2005 | Modeling Transportation Routines using Hybrid Dynamic Mixed Networks. Vibhav Gogate, Rina Dechter, Bozhena Bidyuk, Craig Rindt, James Marca |
| 2005 | Models for Truthful Online Double Auctions. Jonathan Bredin, David C. Parkes |
| 2005 | Modifying Bayesian Networks by Probability Constraints. Yun Peng, Zhongli Ding |
| 2005 | Near-optimal Nonmyopic Value of Information in Graphical Models. Andreas Krause, Carlos Guestrin |
| 2005 | Nonparametric Bayesian Logic. Peter Carbonetto, Jacek Kisynski, Nando de Freitas, David Poole |
| 2005 | Obtaining Calibrated Probabilities from Boosting. Alexandru Niculescu-Mizil, Rich Caruana |
| 2005 | Of Starships and Klingons: Bayesian Logic for the 23rd Century. Kathryn B. Laskey, Paulo Cesar G. da Costa |
| 2005 | On Bayesian Network Approximation by Edge Deletion. Adnan Darwiche, Hei Chan, Arthur Choi |
| 2005 | On Privacy-Preserving Histograms. Shuchi Chawla, Cynthia Dwork, Frank McSherry, Kunal Talwar |
| 2005 | On the Detection of Concept Changes in Time-Varying Data Stream by Testing Exchangeability. Shen-Shyang Ho, Harry Wechsler |
| 2005 | On the Number of Experiments Sufficient and in the Worst Case Necessary to Identify All Causal Relations Among N Variables. Frederick Eberhardt, Clark Glymour, Richard Scheines |
| 2005 | On the Optimality of Tree-reweighted Max-product Message-passing. Vladimir Kolmogorov, Martin J. Wainwright |
| 2005 | On the Value of Correlation. Itai Ashlagi, Dov Monderer, Moshe Tennenholtz |
| 2005 | Ordering-Based Search: A Simple and Effective Algorithm for Learning Bayesian Networks. Marc Teyssier, Daphne Koller |
| 2005 | Piecewise Training for Undirected Models. Charles Sutton, Andrew McCallum |
| 2005 | Planning in POMDPs Using Multiplicity Automata. Eyal Even-Dar, Sham M. Kakade, Yishay Mansour |
| 2005 | Point-Based POMDP Algorithms: Improved Analysis and Implementation. Trey Smith, Reid G. Simmons |
| 2005 | Prediction, Expectation, and Surprise: Methods, Designs, and Study of a Deployed Traffic Forecasting Service. Eric Horvitz, Johnson Apacible, Raman Sarin, Lin Liao |
| 2005 | Predictive Linear-Gaussian Models of Stochastic Dynamical Systems. Matthew R. Rudary, Satinder Singh, David Wingate |
| 2005 | Qualitative Decision Making Under Possibilistic Uncertainty: Toward more Discriminating Criteria. Paul Weng |
| 2005 | Representation Policy Iteration. Sridhar Mahadevan |
| 2005 | Robotic Mapping with Polygonal Random Fields. Mark Paskin, Sebastian Thrun |
| 2005 | Self-Confirming Price Prediction for Bidding in Simultaneous Ascending Auctions. Anna Osepayshvili, Michael P. Wellman, Daniel M. Reeves, Jeffrey K. MacKie-Mason |
| 2005 | Stable Independence in Perfect Maps. Peter R. de Waal, Linda C. van der Gaag |
| 2005 | Structured Region Graphs: Morphing EP into GBP. Max Welling, Thomas P. Minka, Yee Whye Teh |
| 2005 | Sufficient Conditions for Convergence of Loopy Belief Propagation. Joris M. Mooij, Hilbert J. Kappen |
| 2005 | The DLR Hierarchy of Approximate Inference. Michal Rosen-Zvi, Michael I. Jordan, Alan L. Yuille |
| 2005 | The Graphical Identification for Total Effects by using Surrogate Variables. Manabu Kuroki, Zhihong Cai, Hiroki Motogaito |
| 2005 | The Relationship Between AND/OR Search and Variable Elimination. Robert Mateescu, Rina Dechter |
| 2005 | Toward Practical N2 Monte Carlo: the Marginal Particle Filter. Mike Klaas, Nando de Freitas, Arnaud Doucet |
| 2005 | Towards Characterizing Markov Equivalence Classes for Directed Acyclic Graphs with Latent Variables. Ayesha R. Ali, Thomas S. Richardson, Peter Spirtes, Jiji Zhang |
| 2005 | Two-Way Latent Grouping Model for User Preference Prediction. Eerika Savia, Kai Puolamäki, Janne Sinkkonen, Samuel Kaski |
| 2005 | UAI '05, Proceedings of the 21st Conference in Uncertainty in Artificial Intelligence, Edinburgh, Scotland, July 26-29, 2005 |
| 2005 | Unstructuring User Preferences: Efficient Non-Parametric Utility Revelation. Carmel Domshlak, Thorsten Joachims |
| 2005 | Unsupervised Activity Discovery and Characterization From Event-Streams. Rafay Hammid, Siddhartha Maddi, Amos Y. Johnson, Aaron F. Bobick, Irfan A. Essa, Charles Lee Isbell Jr. |
| 2005 | Unsupervised Spectral Learning. Susan M. Shortreed, Marina Meila |
| 2005 | Use of Dempster-Shafer Conflict Metric to Detect Interpretation Inconsistency. Jennifer Carlson, Robin R. Murphy |