| 2002 | A Bayesian Network Scoring Metic that Is Based on Globally Uniform Parameter Priors. Mehmet Kayaalp, Gregory F. Cooper |
| 2002 | A Constraint Satisfaction Approach to the Robust Spanning Tree Problem with Interval Data. Ionut D. Aron, Pascal Van Hentenryck |
| 2002 | A New Class of upper Bounds on the Log Partition Function. Martin J. Wainwright, Tommi S. Jaakkola, Alan S. Willsky |
| 2002 | Adaptive Foreground and Shadow Detection in Image Sequences. Yang Wang, Tele Tan |
| 2002 | Advances in Boosting. Robert E. Schapire |
| 2002 | Almost-everywhere Algorithmic Stability and Generalization Error. Samuel Kutin, Partha Niyogi |
| 2002 | An Information-Theoretic External Cluster-Validity Measure. Byron Dom |
| 2002 | An MDP-based Recommender System. Guy Shani, Ronen I. Brafman, David Heckerman |
| 2002 | Anytime State-Based Solution Methods for Decision Processes with non-Markovian Rewards. Sylvie Thiébaux, Froduald Kabanza, John K. Slaney |
| 2002 | Asymptotic Model Selection for Naive Bayesian Networks. Dmitry Rusakov, Dan Geiger |
| 2002 | Bayesian Network Classifiers in a High Dimensional Framework. Tatjana Pavlenko, Dietrich von Rosen |
| 2002 | Bipolar Possibilistic Representations. Salem Benferhat, Didier Dubois, Souhila Kaci, Henri Prade |
| 2002 | CFW: A Collaborative Filtering System Using Posteriors over Weights of Evidence. Carl Myers Kadie, Christopher Meek, David Heckerman |
| 2002 | Causes and Explanations in the Structural-Model Approach : Tractable Cases. Thomas Eiter, Thomas Lukasiewicz |
| 2002 | Complexity of Mechanism Design. Vincent Conitzer, Tuomas Sandholm |
| 2002 | Continuation Methods for Mixing Heterogenous Sources. Adrian Corduneanu, Tommi S. Jaakkola |
| 2002 | Continuous Time Bayesian Networks. Uri Nodelman, Christian R. Shelton, Daphne Koller |
| 2002 | Coordinates: Probabilistic Forecasting of Presence and Availability. Eric Horvitz, Paul Koch, Carl Myers Kadie, Andy Jacobs |
| 2002 | Decayed MCMC Filtering. Bhaskara Marthi, Hanna Pasula, Stuart Russell, Yuval Peres |
| 2002 | Decision Principles to Justify Carnap's Updating Method and to Suggest Corrections. Peter P. Wakker |
| 2002 | Dimension Correction for Hierarchical Latent Class Models. Tomás Kocka, Nevin Lianwen Zhang |
| 2002 | Discriminative Probabilistic Models for Relational Data. Benjamin Taskar, Pieter Abbeel, Daphne Koller |
| 2002 | Distributed Planning in Hierarchical Factored MDPs. Carlos Guestrin, Geoffrey J. Gordon |
| 2002 | Efficient Nash Computation in Large Population Games with Bounded Influence. Michael J. Kearns, Yishay Mansour |
| 2002 | Expectation Propogation for Approximate Inference in Dynamic Bayesian Networks. Tom Heskes, Onno Zoeter |
| 2002 | Expectation-Propogation for the Generative Aspect Model. Thomas P. Minka, John D. Lafferty |
| 2002 | Exploiting Functional Dependence in Bayesian Network Inference. Jirí Vomlel |
| 2002 | Factored Particles for Scalable Monitoring. Brenda Ng, Leonid Peshkin, Avi Pfeffer |
| 2002 | Factorization of Discrete Probability Distributions. Dan Geiger, Christopher Meek, Bernd Sturmfels |
| 2002 | Finding Optimal Bayesian Networks. David Maxwell Chickering, Christopher Meek |
| 2002 | Formalizing Scenario Analysis. Peter McBurney, Simon Parsons |
| 2002 | From Qualitative to Quantitative Probabilistic Networks. Silja Renooij, Linda C. van der Gaag |
| 2002 | General Lower Bounds based on Computer Generated Higher Order Expansions. Martijn A. R. Leisink, Hilbert J. Kappen |
| 2002 | Generalized Instrumental Variables. Carlos Brito, Judea Pearl |
| 2002 | IPF for Discrete Chain Factor Graphs. Wim Wiegerinck, Tom Heskes |
| 2002 | Inductive Policy Selection for First-Order MDPs. Sung Wook Yoon, Alan Fern, Robert Givan |
| 2002 | Inference with Seperately Specified Sets of Probabilities in Credal Networks. José Carlos Ferreira da Rocha, Fábio Gagliardi Cozman |
| 2002 | Interpolating Conditional Density Trees. Scott Davies, Andrew W. Moore |
| 2002 | Introducing Variable Importance Tradeoffs into CP-Nets. Ronen I. Brafman, Carmel Domshlak |
| 2002 | Iterative Join-Graph Propagation. Rina Dechter, Kalev Kask, Robert Mateescu |
| 2002 | Learning Hierarchical Object Maps of Non-Stationary Environments with Mobile Robots. Dragomir Anguelov, Rahul Biswas, Daphne Koller, Benson Limketkai, Sebastian Thrun |
| 2002 | Learning with Scope, with Application to Information Extraction and Classification. David M. Blei, J. Andrew Bagnell, Andrew Kachites McCallum |
| 2002 | Loopy Belief Propogation and Gibbs Measures. Sekhar Tatikonda, Michael I. Jordan |
| 2002 | MAP Complexity Results and Approximation Methods. James D. Park |
| 2002 | Markov Equivalence Classes for Maximal Ancestral Graphs. Ayesha R. Ali, Thomas S. Richardson |
| 2002 | Mechanism Design with Execution Uncertainty. Ryan Porter, Amir Ronen, Yoav Shoham, Moshe Tennenholtz |
| 2002 | Modelling Information Incorporation in Markets, with Application to Detecting and Explaining Events. David M. Pennock, Sandip Debnath, Eric J. Glover, C. Lee Giles |
| 2002 | Monitoring a Complez Physical System using a Hybrid Dynamic Bayes Net. Uri Lerner, Brooks Moses, Maricia Scott, Sheila A. McIlraith, Daphne Koller |
| 2002 | On the Construction of the Inclusion Boundary Neighbourhood for Markov Equivalence Classes of Bayesian Network Structures. Vincent Auvray, Louis Wehenkel |
| 2002 | On the Testable Implications of Causal Models with Hidden Variables. Jin Tian, Judea Pearl |
| 2002 | Optimal Time Bounds for Approximate Clustering. Ramgopal R. Mettu, C. Greg Plaxton |
| 2002 | Particle Filters in Robotics. Sebastian Thrun |
| 2002 | Planning under Continuous Time and Resource Uncertainty: A Challenge for AI. John L. Bresina, Richard Dearden, Nicolas Meuleau, Sailesh Ramakrishnan, David E. Smith, Richard Washington |
| 2002 | Polynomial Value Iteration Algorithms for Detrerminstic MDPs. Omid Madani |
| 2002 | Qualitative MDPs and POMDPs: An Order-Of-Magnitude Approximation. Blai Bonet, Judea Pearl |
| 2002 | Real-Time Inference with Large-Scale Temporal Bayes Nets. Masami Takikawa, Bruce D'Ambrosio, Ed Wright |
| 2002 | Real-valued All-Dimensions Search: Low-overhead Rapid Searching over Subsets of Attributes. Andrew W. Moore, Jeff G. Schneider |
| 2002 | Reasoning about Expectation. Joseph Y. Halpern, Riccardo Pucella |
| 2002 | Reduction of Maximum Entropy Models to Hidden Markov Models. Joshua Goodman |
| 2002 | Reinforcement Learning with Partially Known World Dynamics. Christian R. Shelton |
| 2002 | Robust Feature Selection by Mutual Information Distributions. Marco Zaffalon, Marcus Hutter |
| 2002 | Staged Mixture Modelling and Boosting. Christopher Meek, Bo Thiesson, David Heckerman |
| 2002 | Statistical Decisions Using Likelihood Information Without Prior Probabilities. Phan Hong Giang, Prakash P. Shenoy |
| 2002 | The Thing that we Tried Didn't Work very Well: Deictic Representation in Reinforcement Learning. Sarah Finney, Natalia Gardiol, Leslie Pack Kaelbling, Tim Oates |
| 2002 | Tree-dependent Component Analysis. Francis R. Bach, Michael I. Jordan |
| 2002 | UAI '02, Proceedings of the 18th Conference in Uncertainty in Artificial Intelligence, University of Alberta, Edmonton, Alberta, Canada, August 1-4, 2002 Adnan Darwiche, Nir Friedman |
| 2002 | Unconstrained Influence Diagrams. Finn Verner Jensen, Marta Vomlelová |
| 2002 | Unsupervised Active Learning in Large Domains. Harald Steck, Tommi S. Jaakkola |
| 2002 | Updating Probabilities. Peter Grünwald, Joseph Y. Halpern |
| 2002 | Value Function Approximation in Zero-Sum Markov Games. Michail G. Lagoudakis, Ronald Parr |