| 2009 | A Bayesian Framework for Community Detection Integrating Content and Link. Tianbao Yang, Rong Jin, Yun Chi, Shenghuo Zhu |
| 2009 | A Bayesian Sampling Approach to Exploration in Reinforcement Learning. John Asmuth, Lihong Li, Michael L. Littman, Ali Nouri, David Wingate |
| 2009 | A Sampling-Based Approach to Computing Equilibria in Succinct Extensive-Form Games. Miroslav Dudík, Geoffrey J. Gordon |
| 2009 | A Uniqueness Theorem for Clustering. Reza Zadeh, Shai Ben-David |
| 2009 | A direct method for estimating a causal ordering in a linear non-Gaussian acyclic model. Shohei Shimizu, Aapo Hyvärinen, Yoshinobu Kawahara |
| 2009 | A factorization criterion for acyclic directed mixed graphs. Thomas S. Richardson |
| 2009 | Alternating Projections for Learning with Expectation Constraints. Kedar Bellare, Gregory Druck, Andrew McCallum |
| 2009 | Approximate inference on planar graphs using Loop Calculus and Belief Propagation. Vicenç Gómez, Hilbert J. Kappen, Michael Chertkov |
| 2009 | BPR: Bayesian Personalized Ranking from Implicit Feedback. Steffen Rendle, Christoph Freudenthaler, Zeno Gantner, Lars Schmidt-Thieme |
| 2009 | Bayesian Discovery of Linear Acyclic Causal Models. Patrik O. Hoyer, Antti Hyttinen |
| 2009 | Bayesian Multitask Learning with Latent Hierarchies. Hal Daumé III |
| 2009 | Bisimulation-based Approximate Lifted Inference. Prithviraj Sen, Amol Deshpande, Lise Getoor |
| 2009 | Censored Exploration and the Dark Pool Problem. Kuzman Ganchev, Michael J. Kearns, Yuriy Nevmyvaka, Jennifer Wortman Vaughan |
| 2009 | Characterizing predictable classes of processes. Daniil Ryabko |
| 2009 | Complexity Analysis and Variational Inference for Interpretation-based Probabilistic Description Logic. Fábio Gagliardi Cozman, Rodrigo Bellizia Polastro |
| 2009 | Computing Posterior Probabilities of Structural Features in Bayesian Networks. Jin Tian, Ru He |
| 2009 | Conditional Probability Tree Estimation Analysis and Algorithms. Alina Beygelzimer, John Langford, Yury Lifshits, Gregory B. Sorkin, Alexander L. Strehl |
| 2009 | Constraint Processing in Lifted Probabilistic Inference. Jacek Kisynski, David Poole |
| 2009 | Convergent message passing algorithms - a unifying view. Talya Meltzer, Amir Globerson, Yair Weiss |
| 2009 | Convex Coding. David M. Bradley, J. Andrew Bagnell |
| 2009 | Convexifying the Bethe Free Energy. Ofer Meshi, Ariel Jaimovich, Amir Globerson, Nir Friedman |
| 2009 | Correlated Non-Parametric Latent Feature Models. Finale Doshi-Velez, Zoubin Ghahramani |
| 2009 | Counting Belief Propagation. Kristian Kersting, Babak Ahmadi, Sriraam Natarajan |
| 2009 | Deterministic POMDPs Revisited. Blai Bonet |
| 2009 | Distributed Parallel Inference on Large Factor Graphs. Joseph Gonzalez, Yucheng Low, Carlos Guestrin, David R. O'Hallaron |
| 2009 | Domain Knowledge Uncertainty and Probabilistic Parameter Constraints. Yi Mao, Guy Lebanon |
| 2009 | Effects of Treatment on the Treated: Identification and Generalization. Ilya Shpitser, Judea Pearl |
| 2009 | Exact Structure Discovery in Bayesian Networks with Less Space. Pekka Parviainen, Mikko Koivisto |
| 2009 | Exploring compact reinforcement-learning representations with linear regression. Thomas J. Walsh, Istvan Szita, Carlos Diuk, Michael L. Littman |
| 2009 | First-Order Mixed Integer Linear Programming. Geoffrey J. Gordon, Sue Ann Hong, Miroslav Dudík |
| 2009 | Generating Optimal Plans in Highly-Dynamic Domains. Christian Fritz, Sheila A. McIlraith |
| 2009 | Group Sparse Priors for Covariance Estimation. Benjamin M. Marlin, Mark Schmidt, Kevin P. Murphy |
| 2009 | Herding Dynamic Weights for Partially Observed Random Field Models. Max Welling |
| 2009 | Identifying confounders using additive noise models. Dominik Janzing, Jonas Peters, Joris M. Mooij, Bernhard Schölkopf |
| 2009 | Improved Mean and Variance Approximations for Belief Net Responses via Network Doubling. Peter Hooper, Yasin Abbasi-Yadkori, Russell Greiner, Bret Hoehn |
| 2009 | Improving Compressed Counting. Ping Li |
| 2009 | Interpretation and Generalization of Score Matching. Siwei Lyu |
| 2009 | L2 Regularization for Learning Kernels. Corinna Cortes, Mehryar Mohri, Afshin Rostamizadeh |
| 2009 | Learning Continuous-Time Social Network Dynamics. Yu Fan, Christian R. Shelton |
| 2009 | Logical Inference Algorithms and Matrix Representations for Probabilistic Conditional Independence. Mathias Niepert |
| 2009 | Lower Bound Bayesian Networks - An Efficient Inference of Lower Bounds on Probability Distributions in Bayesian Networks. Daniel Andrade, Bernhard Sick |
| 2009 | MAP Estimation of Semi-Metric MRFs via Hierarchical Graph Cuts. M. Pawan Kumar, Daphne Koller |
| 2009 | MAP Estimation, Message Passing, and Perfect Graphs. Tony Jebara |
| 2009 | Mean Field Variational Approximation for Continuous-Time Bayesian Networks. Ido Cohn, Tal El-Hay, Nir Friedman, Raz Kupferman |
| 2009 | Measuring Inconsistency in Probabilistic Knowledge Bases. Matthias Thimm |
| 2009 | Modeling Discrete Interventional Data using Directed Cyclic Graphical Models. Mark Schmidt, Kevin P. Murphy |
| 2009 | Monolingual Probabilistic Programming Using Generalized Coroutines. Oleg Kiselyov, Chung-chieh Shan |
| 2009 | Most Relevant Explanation: Properties, Algorithms, and Evaluations. Changhe Yuan, Xiaolu Liu, Tsai-Ching Lu, Heejin Lim |
| 2009 | Multi-Task Feature Learning Via Efficient l2, 1-Norm Minimization. Jun Liu, Shuiwang Ji, Jieping Ye |
| 2009 | Multilingual Topic Models for Unaligned Text. Jordan L. Boyd-Graber, David M. Blei |
| 2009 | Multiple Source Adaptation and the Rényi Divergence. Yishay Mansour, Mehryar Mohri, Afshin Rostamizadeh |
| 2009 | New inference strategies for solving Markov Decision Processes using reversible jump MCMC. Matthias Hoffman, Hendrik Kück, Nando de Freitas, Arnaud Doucet |
| 2009 | On Maximum a Posteriori Estimation of Hidden Markov Processes. Armen E. Allahverdyan, Aram Galstyan |
| 2009 | On Smoothing and Inference for Topic Models. Arthur U. Asuncion, Max Welling, Padhraic Smyth, Yee Whye Teh |
| 2009 | On the Identifiability of the Post-Nonlinear Causal Model. Kun Zhang, Aapo Hyvärinen |
| 2009 | Optimization of Structured Mean Field Objectives. Alexandre Bouchard-Côté, Michael I. Jordan |
| 2009 | Ordinal Boltzmann Machines for Collaborative Filtering. Tran The Truyen, Dinh Q. Phung, Svetha Venkatesh |
| 2009 | Prediction Markets, Mechanism Design, and Cooperative Game Theory. Vincent Conitzer |
| 2009 | Probabilistic Structured Predictors. Shankar Vembu, Thomas Gärtner, Mario Boley |
| 2009 | Products of Hidden Markov Models: It Takes N>1 to Tango. Graham W. Taylor, Geoffrey E. Hinton |
| 2009 | Quantifying the Strategyproofness of Mechanisms via Metrics on Payoff Distributions. Benjamin Lubin, David C. Parkes |
| 2009 | Quantum Annealing for Clustering. Kenichi Kurihara, Shu Tanaka, Seiji Miyashita |
| 2009 | Quantum Annealing for Variational Bayes Inference. Issei Sato, Kenichi Kurihara, Shu Tanaka, Hiroshi Nakagawa, Seiji Miyashita |
| 2009 | REGAL: A Regularization based Algorithm for Reinforcement Learning in Weakly Communicating MDPs. Peter L. Bartlett, Ambuj Tewari |
| 2009 | Regret-based Reward Elicitation for Markov Decision Processes. Kevin Regan, Craig Boutilier |
| 2009 | Robust Graphical Modeling with t-Distributions. Michael Finegold, Mathias Drton |
| 2009 | Seeing the Forest Despite the Trees: Large Scale Spatial-Temporal Decision Making. Mark Crowley, John Nelson, David Poole |
| 2009 | Simulation-Based Game Theoretic Analysis of Keyword Auctions with Low-Dimensional Bidding Strategies. Yevgeniy Vorobeychik |
| 2009 | Temporal Action-Graph Games: A New Representation for Dynamic Games. Albert Xin Jiang, Kevin Leyton-Brown, Avi Pfeffer |
| 2009 | Temporal-Difference Networks for Dynamical Systems with Continuous Observations and Actions. Christopher M. Vigorito |
| 2009 | The Entire Quantile Path of a Risk-Agnostic SVM Classifier. Jin Yu, S. V. N. Vishwanathan, Jian Zhang |
| 2009 | The Infinite Latent Events Model. David Wingate, Noah D. Goodman, Daniel M. Roy, Joshua B. Tenenbaum |
| 2009 | The Temporal Logic of Causal Structures. Samantha Kleinberg, Bud Mishra |
| 2009 | UAI 2009, Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial Intelligence, Montreal, QC, Canada, June 18-21, 2009 Jeff A. Bilmes, Andrew Y. Ng |
| 2009 | Using the Gene Ontology Hierarchy when Predicting Gene Function. Sara Mostafavi, Quaid Morris |
| 2009 | Virtual Vector Machine for Bayesian Online Classification. Thomas P. Minka, Rongjing Xiang, Yuan (Alan) Qi |
| 2009 | Which Spatial Partition Trees are Adaptive to Intrinsic Dimension? Nakul Verma, Samory Kpotufe, Sanjoy Dasgupta |