| 2006 | A Bayesian Probability Calculus for Density Matrices. Manfred K. Warmuth, Dima Kuzmin |
| 2006 | A Compact, Hierarchical Q-function Decomposition. Bhaskara Marthi, Stuart Russell, David Andre |
| 2006 | A Concentration Theorem for Projections. Sanjoy Dasgupta, Daniel J. Hsu, Nakul Verma |
| 2006 | A New Axiomatization for Likelihood Gambles. Phan Hong Giang |
| 2006 | A Non-Parametric Bayesian Method for Inferring Hidden Causes. Frank D. Wood, Thomas L. Griffiths, Zoubin Ghahramani |
| 2006 | A Self-Supervised Terrain Roughness Estimator for Off-Road Autonomous Driving. David Stavens, Sebastian Thrun |
| 2006 | A Simple Approach for Finding the Globally Optimal Bayesian Network Structure. Tomi Silander, Petri Myllymäki |
| 2006 | A Theoretical Study of Y Structures for Causal Discovery. Subramani Mani, Gregory F. Cooper, Peter Spirtes |
| 2006 | A Variational Approach for Approximating Bayesian Networks by Edge Deletion. Arthur Choi, Adnan Darwiche |
| 2006 | Adjacency-Faithfulness and Conservative Causal Inference. Joseph D. Ramsey, Jiji Zhang, Peter Spirtes |
| 2006 | Advances in Exact Bayesian Structure Discovery in Bayesian Networks. Mikko Koivisto |
| 2006 | An Efficient Optimal-Equilibrium Algorithm for Two-player Game Trees. Michael L. Littman, Nishkam Ravi, Arjun Talwar, Martin Zinkevich |
| 2006 | An Efficient Triplet-based Algorithm for Evidential Reasoning. Yaxin Bi, Jiwen Guan |
| 2006 | An Empirical Comparison of Algorithms for Aggregating Expert Predictions. Varsha Dani, Omid Madani, David M. Pennock, Sumit K. Sanghai, Brian Galebach |
| 2006 | Approximate Separability for Weak Interaction in Dynamic Systems. Avi Pfeffer |
| 2006 | Asymmetric Separation for Local Independence Graphs. Vanessa Didelez |
| 2006 | Axiomatic Foundations for a Class of Generalized Expected Utility: Algebraic Expected Utility. Paul Weng |
| 2006 | Bayesian Inference for Gaussian Mixed Graph Models. Ricardo Bezerra de Andrade e Silva, Zoubin Ghahramani |
| 2006 | Bayesian Multicategory Support Vector Machines. Zhihua Zhang, Michael I. Jordan |
| 2006 | Bayesian Random Fields: The Bethe-Laplace Approximation. Max Welling, Sridevi Parise |
| 2006 | Belief Update in CLG Bayesian Networks With Lazy Propagation. Anders L. Madsen |
| 2006 | Chi-square Tests Driven Method for Learning the Structure of Factored MDPs. Thomas Degris, Olivier Sigaud, Pierre-Henri Wuillemin |
| 2006 | Continuous Time Markov Networks. Tal El-Hay, Nir Friedman, Daphne Koller, Raz Kupferman |
| 2006 | Convex Structure Learning for Bayesian Networks: Polynomial Feature Selection and Approximate Ordering. Yuhong Guo, Dale Schuurmans |
| 2006 | Cutset Sampling with Likelihood Weighting. Bozhena Bidyuk, Rina Dechter |
| 2006 | Dimension Reduction in Singularly Perturbed Continuous-Time Bayesian Networks. Nir Friedman, Raz Kupferman |
| 2006 | Direct and Indirect Effects of Sequential Treatments. Vanessa Didelez, A. Philip Dawid, Sara Geneletti |
| 2006 | Discriminative Learning via Semidefinite Probabilistic Models. Koby Crammer, Amir Globerson |
| 2006 | Efficient Selection of Disambiguating Actions for Stereo Vision. Monika Schaeffer, Ronald Parr |
| 2006 | Faster Gaussian Summation: Theory and Experiment. Dongryeol Lee, Alexander G. Gray |
| 2006 | Fitting Graphical Interaction Models to Multivariate Time Series. Michael Eichler |
| 2006 | From Influence Diagrams to Multi-operator Cluster DAGs. Cédric Pralet, Thomas Schiex, Gérard Verfaillie |
| 2006 | Gene Expression Time Course Clustering with Countably Infinite Hidden Markov Models. Matthew J. Beal, Praveen Krishnamurthy |
| 2006 | General-Purpose MCMC Inference over Relational Structures. Brian Milch, Stuart Russell |
| 2006 | Gibbs Sampling for (Coupled) Infinite Mixture Models in the Stick Breaking Representation. Ian Porteous, Alexander T. Ihler, Padhraic Smyth, Max Welling |
| 2006 | Graphical Condition for Identification in recursive SEM. Carlos Brito, Judea Pearl |
| 2006 | Identification of Conditional Interventional Distributions. Ilya Shpitser, Judea Pearl |
| 2006 | Identifying the Relevant Nodes Without Learning the Model. José M. Peña, Roland Nilsson, Johan Björkegren, Jesper Tegnér |
| 2006 | Incremental Model-based Learners With Formal Learning-Time Guarantees. Alexander L. Strehl, Lihong Li, Michael L. Littman |
| 2006 | Inequality Constraints in Causal Models with Hidden Variables. Changsung Kang, Jin Tian |
| 2006 | Inference in Hybrid Bayesian Networks Using Mixtures of Gaussians. Prakash P. Shenoy |
| 2006 | Infinite Hidden Relational Models. Zhao Xu, Volker Tresp, Kai Yu, Hans-Peter Kriegel |
| 2006 | Linear Algebra Approach to Separable Bayesian Networks. Chalee Asavathiratham |
| 2006 | MAIES: A Tool for DNA Mixture Analysis. Robert G. Cowell, Steffen L. Lauritzen, Julia Mortera |
| 2006 | MCMC for Doubly-intractable Distributions. Iain Murray, Zoubin Ghahramani, David J. C. MacKay |
| 2006 | Matrix Tile Analysis. Inmar E. Givoni, Vincent Cheung, Brendan J. Frey |
| 2006 | Methods for Computing State Similarity in Markov Decision Processes. Norm Ferns, Pablo Samuel Castro, Doina Precup, Prakash Panangaden |
| 2006 | Non-Minimal Triangulations for Mixed Stochastic/Deterministic Graphical Models. Chris D. Bartels, Jeff A. Bilmes |
| 2006 | On the Number of Samples Needed to Learn the Correct Structure of a Bayesian Network. Or Zuk, Shiri Margel, Eytan Domany |
| 2006 | On the Robustness of Most Probable Explanations. Hei Chan, Adnan Darwiche |
| 2006 | Optimal Coordinated Planning Amongst Self-Interested Agents with Private State. Ruggiero Cavallo, David C. Parkes, Satinder Singh |
| 2006 | Pearl's Calculus of Intervention Is Complete. Yimin Huang, Marco Valtorta |
| 2006 | Practical Linear Value-approximation Techniques for First-order MDPs. Scott Sanner, Craig Boutilier |
| 2006 | Predicting Conditional Quantiles via Reduction to Classification. John Langford, Roberto Oliveira, Bianca Zadrozny |
| 2006 | Propagation of Delays in the National Airspace System. Kathryn B. Laskey, Ning Xu, Chun-Hung Chen |
| 2006 | Ranking by Dependence - A Fair Criteria. Harald Steck |
| 2006 | Reasoning about Uncertainty in Metric Spaces. Seunghwan Lee |
| 2006 | Recognizing Activities and Spatial Context Using Wearable Sensors. Amar Subramanya, Alvin Raj, Jeff A. Bilmes, Dieter Fox |
| 2006 | Residual Belief Propagation: Informed Scheduling for Asynchronous Message Passing. Gal Elidan, Ian McGraw, Daphne Koller |
| 2006 | Robust Learning Equilibrium. Itai Ashlagi, Moshe Tennenholtz, Dov Monderer |
| 2006 | Sensitivity Analysis for Threshold Decision Making with Dynamic Networks. Theodore Charitos, Linda C. van der Gaag |
| 2006 | Sequential Document Representations and Simplicial Curves. Guy Lebanon |
| 2006 | Stochastic Optimal Control in Continuous Space-Time Multi-Agent Systems. Wim Wiegerinck, Bart van den Broek, Bert Kappen |
| 2006 | Stratified Analysis of 'Probabilities of Causation'. Manabu Kuroki, Zhihong Cai |
| 2006 | Structured Priors for Structure Learning. Vikash K. Mansinghka, Charles Kemp, Thomas L. Griffiths, Joshua B. Tenenbaum |
| 2006 | The AI&M Procedure for Learning from Incomplete Data. Manfred Jaeger |
| 2006 | UAI '06, Proceedings of the 22nd Conference in Uncertainty in Artificial Intelligence, Cambridge, MA, USA, July 13-16, 2006 |
| 2006 | Variable Noise and Dimensionality Reduction for Sparse Gaussian processes. Edward Lloyd Snelson, Zoubin Ghahramani |
| 2006 | Visualization of Collaborative Data. Guobiao Mei, Peter Russo |