| 1999 | Mini-Bucket Heuristics for Improved Search. | Kalev Kask, Rina Dechter |
| 1999 | Attention-Sensitive Alerting. | Eric Horvitz, Andy Jacobs, David Hovel |
| 1999 | Estimating the Value of Computation in Flexible Information Refinement. | Michael C. Horsch, David L. Poole |
| 1999 | Probabilistic Latent Semantic Analysis. | Thomas Hofmann |
| 1999 | SPUDD: Stochastic Planning using Decision Diagrams. | Jesse Hoey, Robert St-Aubin, Alan J. Hu, Craig Boutilier |
| 1999 | Faithful Approximations of Belief Functions. | David Harmanec |
| 1999 | A Hybrid Approach to Reasoning with Partially Elicited Preference Models. | Vu A. Ha, Peter Haddawy |
| 1999 | Multi-objects association in perception of dynamical situation. | Dominique Gruyer, Vronique Berge-Cherfaoui |
| 1999 | A New Model of Plan Recognition. | Robert P. Goldman, Christopher W. Geib, Christopher A. Miller |
| 1999 | On Transformations between Probability and Spolinian Disbelief Functions. | Phan Hong Giang, Prakash P. Shenoy |
| 1999 | Quantifier Elimination for Statistical Problems. | Dan Geiger, Christopher Meek |
| 1999 | Parameter Priors for Directed Acyclic Graphical Models and the Characteriration of Several Probability Distributions. | Dan Geiger, David Heckerman |
| 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 | Learning Bayesian Network Structure from Massive Datasets: The "Sparse Candidate" Algorithm. | Nir Friedman, Iftach Nachman, Dana Pe'er |
| 1999 | Data Analysis with Bayesian Networks: A Bootstrap Approach. | Nir Friedman, Moiss Goldszmidt, Abraham J. Wyner |
| 1999 | Qualitative Models for Decision Under Uncertainty without the Commensurability Assumption. | Hlne Fargier, Patrice Perny |
| 1999 | Evaluation of Distributed Intelligence on the Smart Card. | Kazuo J. Ezawa, Gregory Napiorkowski, Mariusz Kossarski |
| 1999 | Assessing the value of a candidate: Comparing belief function and possibility theories. | Didier Dubois, Michel Grabisch, Henri Prade, Philippe Smets |
| 1999 | Hybrid Probabilistic Programs: Algorithms and Complexity. | Michael I. Dekhtyar, Alex Dekhtyar, V. S. Subrahmanian |
| 1999 | Model based Bayesian Exploration. | Richard Dearden, Nir Friedman, David Andre |
| 1999 | A Hybrid Anytime Algorithm for the Construction of Causal Models From Sparse Data. | Denver Dash, Marek J. Druzdzel |
| 1999 | Learning Polytrees. | Sanjoy Dasgupta |
| 1999 | Loglinear models for first-order probabilistic reasoning. | James Cussens |
| 1999 | Causal Discovery from a Mixture of Experimental and Observational Data. | Gregory F. Cooper, Changwon Yoo |
| 1999 | Fast Learning from Sparse Data. | David Maxwell Chickering, David Heckerman |