| 2000 | Probabilistic Arc Consistency: A Connection between Constraint Reasoning and Probabilistic Reasoning. | Michael C. Horsch, William S. Havens |
| 2000 | YGGDRASIL-A statistical package for learning Split Models. | Sren Hjsgaard |
| 2000 | Dependency Networks for Collaborative Filtering and Data Visualization. | David Heckerman, David Maxwell Chickering, Christopher Meek, Robert Rounthwaite, Carl Myers Kadie |
| 2000 | Inference for Belief Networks Using Coupling From the Past. | Michael Harvey, Radford M. Neal |
| 2000 | Conditional Plausibility Measures and Bayesian Networks. | Joseph Y. Halpern |
| 2000 | Maximum Entropy and the Glasses You are Looking Through. | Peter Grnwald |
| 2000 | Building a Stochastic Dynamic Model of Application Use. | Peter Gorniak, David Poole |
| 2000 | A Qualitative Linear Utility Theory for Spohn's Theory of Epistemic Beliefs. | Phan Hong Giang, Prakash P. Shenoy |
| 2000 | Gaussian Process Networks. | Nir Friedman, Iftach Nachman |
| 2000 | Being Bayesian about Network Structure. | Nir Friedman, Daphne Koller |
| 2000 | Likelihood Computations Using Value Abstraction. | Nir Friedman, Dan Geiger, Noam Lotner |
| 2000 | Learning Graphical Models of Images, Videos and Their Spatial Transformations. | Brendan J. Frey, Nebojsa Jojic |
| 2000 | Rao-Blackwellised Particle Filtering for Dynamic Bayesian Networks. | Arnaud Doucet, Nando de Freitas, Kevin P. Murphy, Stuart Russell |
| 2000 | Mix-nets: Factored Mixtures of Gaussians in Bayesian Networks with Mixed Continuous And Discrete Variables. | Scott Davies, Andrew W. Moore |
| 2000 | Minimum Message Length Clustering Using Gibbs Sampling. | Ian Davidson |
| 2000 | A Two-Round Variant of EM for Gaussian Mixtures. | Sanjoy Dasgupta, Leonard J. Schulman |
| 2000 | Experiments with Random Projection. | Sanjoy Dasgupta |
| 2000 | Any-Space Probabilistic Inference. | Adnan Darwiche |
| 2000 | A Differential Approach to Inference in Bayesian Networks. | Adnan Darwiche |
| 2000 | Stochastic Logic Programs: Sampling, Inference and Applications. | James Cussens |
| 2000 | Separation Properties of Sets of Probability Measures. | Fbio Gagliardi Cozman |
| 2000 | A Bayesian Method for Causal Modeling and Discovery Under Selection. | Gregory F. Cooper |
| 2000 | Bayesian Classification and Feature Selection from Finite Data Sets. | Frans Coetzee, Steve Lawrence, C. Lee Giles |
| 2000 | A Decision Theoretic Approach to Targeted Advertising. | David Maxwell Chickering, David Heckerman |
| 2000 | Computational Investigation of Low-Discrepancy Sequences in Simulation Algorithms for Bayesian Networks. | Jian Cheng, Marek J. Druzdzel |