| 1999 | A Bayesian Network Classifier that Combines a Finite Mixture Model and a NaIve Bayes Model. Stefano Monti, Gregory F. Cooper |
| 1999 | A General Algorithm for Approximate Inference and Its Application to Hybrid Bayes Nets. Daphne Koller, Uri Lerner, Dragomir Anguelov |
| 1999 | A Hybrid Anytime Algorithm for the Construction of Causal Models From Sparse Data. Denver Dash, Marek J. Druzdzel |
| 1999 | A Hybrid Approach to Reasoning with Partially Elicited Preference Models. Vu A. Ha, Peter Haddawy |
| 1999 | A Method for Speeding Up Value Iteration in Partially Observable Markov Decision Processes. Nevin Lianwen Zhang, Stephen S. Lee, Weihong Zhang |
| 1999 | A New Model of Plan Recognition. Robert P. Goldman, Christopher W. Geib, Christopher A. Miller |
| 1999 | A Possibilistic Model for Qualitative Sequential Decision Problems under Uncertainty in Partially Observable Environments. Régis Sabbadin |
| 1999 | A Temporal Bayesian Network for Diagnosis and Prediction. Gustavo Arroyo-Figueroa, Luis Enrique Sucar |
| 1999 | A Variational Approximation for Bayesian Networks with Discrete and Continuous Latent Variables. Kevin P. Murphy |
| 1999 | Accelerating EM: An Empirical Study. Luis E. Ortiz, Leslie Pack Kaelbling |
| 1999 | An Application of Uncertain Reasoning to Requirements Engineering. Philip S. Barry, Kathryn B. Laskey |
| 1999 | An Update Semantics for Defeasible Obligations. Leendert W. N. van der Torre, Yao-Hua Tan |
| 1999 | Approximate Learning in Complex Dynamic Bayesian Networks. Raffaella Settimi, Jim Q. Smith, A. S. Gargoum |
| 1999 | Approximate Planning for Factored POMDPs using Belief State Simplification. David A. McAllester, Satinder Singh |
| 1999 | Artificial Decision Making Under Uncertainty in Intelligent Buildings. Magnus Boman, Paul Davidsson, Håkan L. S. Younes |
| 1999 | Assessing the value of a candidate: Comparing belief function and possibility theories. Didier Dubois, Michel Grabisch, Henri Prade, Philippe Smets |
| 1999 | Attention-Sensitive Alerting. Eric Horvitz, Andy Jacobs, David Hovel |
| 1999 | Bayes Nets in Educational Assessment: Where the Numbers Come From. Robert J. Mislevy, Russell G. Almond, Duanli Yan, Linda S. Steinberg |
| 1999 | Bayesian Control for Concentrating Mixed Nuclear Waste. Robert L. Welch, Clayton Smith |
| 1999 | Bayesian Networks for Dependability Analysis: an Application to Digital Control Reliability. Luigi Portinale, Andrea Bobbio |
| 1999 | Bayesian Poker. Kevin B. Korb, Ann E. Nicholson, Nathalie Jitnah |
| 1999 | Causal Discovery from a Mixture of Experimental and Observational Data. Gregory F. Cooper, Changwon Yoo |
| 1999 | Choosing Among Interpretations of Probability. Henry E. Kyburg Jr., Choh Man Teng |
| 1999 | Comparing Bayesian Network Classifiers. Jie Cheng, Russell Greiner |
| 1999 | Contextual Weak Independence in Bayesian Networks. S. K. Michael Wong, Cory J. Butz |
| 1999 | Continuous Value Function Approximation for Sequential Bidding Policies. Craig Boutilier, Moisés Goldszmidt, Bikash Sabata |
| 1999 | Data Analysis with Bayesian Networks: A Bootstrap Approach. Nir Friedman, Moisés Goldszmidt, Abraham J. Wyner |
| 1999 | Discovering the Hidden Structure of Complex Dynamic Systems. Xavier Boyen, Nir Friedman, Daphne Koller |
| 1999 | Efficient Value of Information Computation. Ross D. Shachter |
| 1999 | Enhancing QPNs for Trade-off Resolution. Silja Renooij, Linda C. van der Gaag |
| 1999 | Estimating the Value of Computation in Flexible Information Refinement. Michael C. Horsch, David L. Poole |
| 1999 | Evaluation of Distributed Intelligence on the Smart Card. Kazuo J. Ezawa, Gregory Napiorkowski, Mariusz Kossarski |
| 1999 | Expected Utility Networks. Pierfrancesco La Mura, Yoav Shoham |
| 1999 | Faithful Approximations of Belief Functions. David Harmanec |
| 1999 | Fast Learning from Sparse Data. David Maxwell Chickering, David Heckerman |
| 1999 | Graphical Representations of Consensus Belief. David M. Pennock, Michael P. Wellman |
| 1999 | How to Elicit Many Probabilities. Linda C. van der Gaag, Silja Renooij, C. L. M. Witteman, Berthe M. P. Aleman, Babs G. Taal |
| 1999 | Hybrid Probabilistic Programs: Algorithms and Complexity. Michael I. Dekhtyar, Alex Dekhtyar, V. S. Subrahmanian |
| 1999 | Inference Networks and the Evaluation of Evidence: Alternative Analyses. David A. Schum |
| 1999 | Inference in Multiply Sectioned Bayesian Networks with Extended Shafer-Shenoy and Lazy Propagation. Yanping Xiang, Finn Verner Jensen |
| 1999 | Inferring Parameters and Structure of Latent Variable Models by Variational Bayes. Hagai Attias |
| 1999 | Lazy Evaluation of Symmetric Bayesian Decision Problems. Anders L. Madsen, Finn Verner Jensen |
| 1999 | Learning Bayesian Network Structure from Massive Datasets: The "Sparse Candidate" Algorithm. Nir Friedman, Iftach Nachman, Dana Pe'er |
| 1999 | Learning Bayesian Networks from Incomplete Data with Stochastic Search Algorithms. James W. Myers, Kathryn B. Laskey, Tod S. Levitt |
| 1999 | Learning Bayesian Networks with Restricted Causal Interactions. Julian R. Neil, Chris S. Wallace, Kevin B. Korb |
| 1999 | Learning Finite-State Controllers for Partially Observable Environments. Nicolas Meuleau, Leonid Peshkin, Kee-Eung Kim, Leslie Pack Kaelbling |
| 1999 | Learning Hidden Markov Models with Geometrical Constraints. Hagit Shatkay |
| 1999 | Learning Polytrees. Sanjoy Dasgupta |
| 1999 | Loglinear models for first-order probabilistic reasoning. James Cussens |
| 1999 | Loopy Belief Propagation for Approximate Inference: An Empirical Study. Kevin P. Murphy, Yair Weiss, Michael I. Jordan |
| 1999 | Mini-Bucket Heuristics for Improved Search. Kalev Kask, Rina Dechter |
| 1999 | Mixture Approximations to Bayesian Networks. Volker Tresp, Michael Haft, Reimar Hofmann |
| 1999 | Model based Bayesian Exploration. Richard Dearden, Nir Friedman, David Andre |
| 1999 | Multi-objects association in perception of dynamical situation. Dominique Gruyer, Véronique Berge-Cherfaoui |
| 1999 | Multiplicative Factorization of Noisy-Max. Masami Takikawa, Bruce D'Ambrosio |
| 1999 | My Brain is Full: When More Memory Helps. Christopher Lusena, Tong Li, Shelia Sittinger, Chris Wells, Judy Goldsmith |
| 1999 | On Quantified Linguistic Approximation. Ryszard Kowalczyk |
| 1999 | On Supervised Selection of Bayesian Networks. Petri Kontkanen, Petri Myllymäki, Tomi Silander, Henry Tirri |
| 1999 | On Transformations between Probability and Spolinian Disbelief Functions. Phan Hong Giang, Prakash P. Shenoy |
| 1999 | On the Complexity of Policy Iteration. Yishay Mansour, Satinder Singh |
| 1999 | On the Semantics and Automated Deduction for PLFC, a Logic of Possibilistic Uncertainty and Fuzziness. Teresa Alsinet, Lluís Godo, Sandra A. Sandri |
| 1999 | Parameter Priors for Directed Acyclic Graphical Models and the Characteriration of Several Probability Distributions. Dan Geiger, David Heckerman |
| 1999 | Possibilistic logic bases and possibilistic graphs. Salem Benferhat, Didier Dubois, Laurent Garcia, Henri Prade |
| 1999 | Practical Uses of Belief Functions. Philippe Smets |
| 1999 | Probabilistic Belief Change: Expansion, Conditioning and Constraining. Frans Voorbraak |
| 1999 | Probabilistic Latent Semantic Analysis. Thomas Hofmann |
| 1999 | Qualitative Models for Decision Under Uncertainty without the Commensurability Assumption. Hélène Fargier, Patrice Perny |
| 1999 | Quantifier Elimination for Statistical Problems. Dan Geiger, Christopher Meek |
| 1999 | Random Algorithms for the Loop Cutset Problem. Ann Becker, Reuven Bar-Yehuda, Dan Geiger |
| 1999 | Reasoning With Conditional Ceteris Paribus Preference Statements. Craig Boutilier, Ronen I. Brafman, Holger H. Hoos, David Poole |
| 1999 | Relative Loss Bounds for On-line Density Estirnation with the Exponential Family of Distributions. Katy S. Azoury, Manfred K. Warmuth |
| 1999 | Representing and Combining Partially Specified CPTs. Suzanne M. Mahoney, Kathryn B. Laskey |
| 1999 | SPOOK: A system for probabilistic object-oriented knowledge representation. Avi Pfeffer, Daphne Koller, Brian Milch, Ken T. Takusagawa |
| 1999 | SPUDD: Stochastic Planning using Decision Diagrams. Jesse Hoey, Robert St-Aubin, Alan J. Hu, Craig Boutilier |
| 1999 | Solving POMDPs by Searching the Space of Finite Policies. Nicolas Meuleau, Kee-Eung Kim, Leslie Pack Kaelbling, Anthony R. Cassandra |
| 1999 | The Decision-Theoretic Interactive Video Advisor. Hien Nguyen, Peter Haddawy |
| 1999 | Time-Critical Dynamic Decision Making. Yanping Xiang, Kim-Leng Poh |
| 1999 | UAI '99: Proceedings of the Fifteenth Conference on Uncertainty in Artificial Intelligence, Stockholm, Sweden, July 30 - August 1, 1999 Kathryn B. Laskey, Henri Prade |
| 1999 | Variational Learning in Mixed-State Dynamic Graphical Models. Vladimir Pavlovic, Brendan J. Frey, Thomas S. Huang |
| 1999 | Welldefined Decision Scenarios. Thomas D. Nielsen, Finn Verner Jensen |