| 2001 | A Bayesian Approach to Tackling Hard Computational Problems. Eric Horvitz, Yongshao Ruan, Carla P. Gomes, Henry A. Kautz, Bart Selman, David Maxwell Chickering |
| 2001 | A Bayesian Multiresolution Independence Test for Continuous Variables. Dimitris Margaritis, Sebastian Thrun |
| 2001 | A Calculus for Causal Relevance. Blai Bonet |
| 2001 | A Case Study in Knowledge Discovery and Elicitation in an Intelligent Tutoring Application. Ann E. Nicholson, Tal Boneh, Tim A. Wilkin, Kaye Stacey, Liz Sonenberg, Vicki Steinle |
| 2001 | A Clustering Approach to Solving Large Stochastic Matching Problems. Milos Hauskrecht, Eli Upfal |
| 2001 | A Comparison of Axiomatic Approaches to Qualitative Decision Making Using Possibility Theory. Phan Hong Giang, Prakash P. Shenoy |
| 2001 | A Dynamic Programming Model for Determining Bidding Strategies in Sequential Auctions: Quasi-linear Utility and Budget Constraints. Hiromitsu Hattori, Makoto Yokoo, Yuko Sakurai, Toramatsu Shintani |
| 2001 | A Factorized Variational Technique for Phase Unwrapping in Markov Random Field. Kannan Achan, Brendan J. Frey, Ralf Koetter |
| 2001 | A Logic for Reasoning about Upper Probabilities. Joseph Y. Halpern, Riccardo Pucella |
| 2001 | A Mixed Graphical Model for Rhythmic Parsing. Christopher Raphael |
| 2001 | A Tractable POMDP for Dynamic Sequencing with Applications to Personalized Internet Content Provision. Paat Rusmevichientong, Benjamin Van Roy |
| 2001 | Aggregating Learned Probabilistic Beliefs. Pedrito Maynard-Reid II, Urszula Chajewska |
| 2001 | Analysing Sensitivity Data from Probabilistic Networks. Linda C. van der Gaag, Silja Renooij |
| 2001 | Approximating MAP using Local Search. James D. Park, Adnan Darwiche |
| 2001 | Bayesian Error-Bars for Belief Net Inference. Tim Van Allen, Russell Greiner, Peter Hooper |
| 2001 | Belief Optimization for Binary Networks: A Stable Alternative to Loopy Belief Propagation. Max Welling, Yee Whye Teh |
| 2001 | Causal Discovery from Changes. Jin Tian, Judea Pearl |
| 2001 | Causes and Explanations: A Structural-Model Approach: Part 1: Causes. Joseph Y. Halpern, Judea Pearl |
| 2001 | Classifier Learning with Supervised Marginal Likelihood. Petri Kontkanen, Petri Myllymäki, Henry Tirri |
| 2001 | Conditions Under Which Conditional Independence and Scoring Methods Lead to Identical Selection of Bayesian Network Models. Robert G. Cowell |
| 2001 | Confidence Inference in Bayesian Networks. Jian Cheng, Marek J. Druzdzel |
| 2001 | Cross-covariance modelling via DAGs with hidden variables. Jacob A. Wegelin, Thomas S. Richardson |
| 2001 | Decision-Theoretic Planning with Concurrent Temporally Extended Actions. Khashayar Rohanimanesh, Sridhar Mahadevan |
| 2001 | Direct and Indirect Effects. Judea Pearl |
| 2001 | Discovering Multiple Constraints that are Frequently Approximately Satisfied. Geoffrey E. Hinton, Yee Whye Teh |
| 2001 | Efficient Approximation for Triangulation of Minimum Treewidth. Eyal Amir |
| 2001 | Efficient Stepwise Selection in Decomposable Models. Amol Deshpande, Minos N. Garofalakis, Michael I. Jordan |
| 2001 | Enumerating Markov Equivalence Classes of Acyclic Digraph Models. Steven B. Gillispie, Michael D. Perlman |
| 2001 | Estimating Well-Performing Bayesian Networks using Bernoulli Mixtures. Geoff A. Jarrad |
| 2001 | Exact Inference in Networks with Discrete Children of Continuous Parents. Uri Lerner, Eran Segal, Daphne Koller |
| 2001 | Expectation Propagation for approximate Bayesian inference. Thomas P. Minka |
| 2001 | Graphical Models for Game Theory. Michael J. Kearns, Michael L. Littman, Satinder Singh |
| 2001 | Graphical readings of possibilistic logic bases. Salem Benferhat, Didier Dubois, Souhila Kaci, Henri Prade |
| 2001 | Hybrid Processing of Beliefs and Constraints. Rina Dechter, David Larkin |
| 2001 | Hypothesis Management in Situation-Specific Network Construction. Kathryn B. Laskey, Suzanne M. Mahoney, Ed Wright |
| 2001 | Improved learning of Bayesian networks. Tomás Kocka, Robert Castelo |
| 2001 | Incorporating Expressive Graphical Models in VariationalApproximations: Chain-graphs and Hidden Variables. Tal El-Hay, Nir Friedman |
| 2001 | Inference in Hybrid Networks: Theoretical Limits and Practical Algorithms. Uri Lerner, Ronald Parr |
| 2001 | Instrumentality Tests Revisited. Blai Bonet |
| 2001 | Iterative Markov Chain Monte Carlo Computation of Reference Priors and Minimax Risk. John D. Lafferty, Larry A. Wasserman |
| 2001 | Lattice Particle Filters. Dirk Ormoneit, Christiane Lemieux, David J. Fleet |
| 2001 | Learning the Dimensionality of Hidden Variables. Gal Elidan, Nir Friedman |
| 2001 | Linearity Properties of Bayes Nets with Binary Variables. David Danks, Clark Glymour |
| 2001 | Markov Chain Monte Carlo using Tree-Based Priors on Model Structure. Nicos Angelopoulos, James Cussens |
| 2001 | Maximum Likelihood Bounded Tree-Width Markov Networks. Nathan Srebro |
| 2001 | Multivariate Information Bottleneck. Nir Friedman, Ori Mosenzon, Noam Slonim, Naftali Tishby |
| 2001 | On characterizing Inclusion of Bayesian Networks. Tomás Kocka, Remco R. Bouckaert, Milan Studený |
| 2001 | Planning and Acting under Uncertainty: A New Model for Spoken Dialogue System. Bo Zhang, Qingsheng Cai, Jianfeng Mao, Baining Guo |
| 2001 | Plausible reasoning from spatial observations. Jérôme Lang, Philippe Muller |
| 2001 | Policy Improvement for POMDPs Using Normalized Importance Sampling. Christian R. Shelton |
| 2001 | Pre-processing for Triangulation of Probabilistic Networks. Hans L. Bodlaender, Arie M. C. A. Koster, Frank van den Eijkhof, Linda C. van der Gaag |
| 2001 | Probabilistic Logic Programming under Inheritance with Overriding. Thomas Lukasiewicz |
| 2001 | Probabilistic Models for Unified Collaborative and Content-Based Recommendation in Sparse-Data Environments. Alexandrin Popescul, Lyle H. Ungar, David M. Pennock, Steve Lawrence |
| 2001 | Recognition Networks for Approximate Inference in BN20 Networks. Quaid Morris |
| 2001 | Robust Combination of Local Controllers. Carlos Guestrin, Dirk Ormoneit |
| 2001 | Semi-Instrumental Variables: A Test for Instrument Admissibility. Tianjiao Chu, Richard Scheines, Peter Spirtes |
| 2001 | Similarity Measures on Preference Structures, Part II: Utility Functions. Vu A. Ha, Peter Haddawy, John Miyamoto |
| 2001 | Solving Influence Diagrams using HUGIN, Shafer-Shenoy and Lazy Propagation. Anders L. Madsen, Dennis Nilsson |
| 2001 | Statistical Modeling in Continuous Speech Recognition (CSR). Steve J. Young |
| 2001 | Sufficiency, Separability and Temporal Probabilistic Models. Avi Pfeffer |
| 2001 | Symmetric Collaborative Filtering Using the Noisy Sensor Model. Rita Sharma, David Poole |
| 2001 | The Factored Frontier Algorithm for Approximate Inference in DBNs. Kevin P. Murphy, Yair Weiss |
| 2001 | The Optimal Reward Baseline for Gradient-Based Reinforcement Learning. Lex Weaver, Nigel Tao |
| 2001 | Toward General Analysis of Recursive Probability Models. Daniel Pless, George F. Luger |
| 2001 | UAI '01: Proceedings of the 17th Conference in Uncertainty in Artificial Intelligence, University of Washington, Seattle, Washington, USA, August 2-5, 2001 Jack S. Breese, Daphne Koller |
| 2001 | UCP-Networks: A Directed Graphical Representation of Conditional Utilities. Craig Boutilier, Fahiem Bacchus, Ronen I. Brafman |
| 2001 | Using Bayesian Networks to Identify the Causal Effect of Speeding in Individual Vehicle/Pedestrian Collisions. Gary A. Davis |
| 2001 | Using Temporal Data for Making Recommendations. Andrew Zimdars, David Maxwell Chickering, Christopher Meek |
| 2001 | Value-Directed Sampling Methods for POMDPs. Pascal Poupart, Luis E. Ortiz, Craig Boutilier |
| 2001 | Variational MCMC. Nando de Freitas, Pedro A. d. F. R. Højen-Sørensen, Stuart Russell |
| 2001 | Vector-space Analysis of Belief-state Approximation for POMDPs. Pascal Poupart, Craig Boutilier |
| 2001 | When do Numbers Really Matter? Hei Chan, Adnan Darwiche |