| 1991 | Advances in Probabilistic Reasoning. | Dan Geiger, David Heckerman |
| 1991 | A Reason Maintenance System Dealing with Vague Data. | Bruno Fringuelli, Stefano Marcugini, Alfredo Milani, Silvano Rivoira |
| 1991 | Decision Theory and Autonomous Systems. | John Fox, Paul J. Krause |
| 1991 | Local Expression Languages for Probabilistic Dependence. | Bruce D'Ambrosio |
| 1991 | A Bayesian Method for Constructing Bayesian Belief Networks from Databases. | Gregory F. Cooper, Edward Herskovits |
| 1991 | Symbolic Probabilistic Inference with Evidence Potential. | Kuo-Chu Chang, Robert M. Fung |
| 1991 | Symbolic Probabilistic Inference with Continuous Variables. | Kuo-Chu Chang, Robert M. Fung |
| 1991 | A Probabilistic Analysis of Marker-Passing Techniques for Plan-Recognition. | Glenn Carroll, Eugene Charniak |
| 1991 | Combination of Upper and Lower Probabilities. | Jos E. Cano, Serafn Moral, Juan F. Verdegay-Lpez |
| 1991 | Theory Refinement on Bayesian Networks. | Wray L. Buntine |
| 1991 | Some Properties of Plausible Reasoning. | Wray L. Buntine |
| 1991 | Bayesian Networks Applied to Therapy Monitoring. | Carlo Berzuini, David J. Spiegelhalter, Riccardo Bellazzi |
| 1991 | Constraint Propagation with Imprecise Conditional Probabilities. | Stphane Amarger, Didier Dubois, Henri Prade |
| 1991 | Combining Multiple-valued Logics in Modular Expert Systems. | Jaume Agust-Cullell, Francesc Esteva, Pere Garcia, Llus Godo, Carles Sierra |
| 1991 | "Conditional Inter-Causally Independent" Node Distributions, a Property of "Noisy-OR" Models. | John Mark Agosta |
| 1991 | ARCO1: An Application of Belief Networks to the Oil Market. | Bruce Abramson |
| 1990 | Credibility discounting in the theory of approximate reasoning. | Ronald R. Yager |
| 1990 | Probabilistic evaluation of candidate sets for multidisorder diagnosis. | Thomas D. Wu |
| 1990 | Optimal decomposition of belief networks. | Wilson X. Wen |
| 1990 | Exploiting functional dependencies in qualitative probabilistic reasoning. | Michael P. Wellman |
| 1990 | Equivalence and synthesis of causal models. | Thomas Verma, Judea Pearl |
| 1990 | A combination of cutset conditioning with clique-tree propagation in the Pathfinder system. | Henri Jacques Suermondt, Gregory F. Cooper, David Heckerman |
| 1990 | Default reasoning and the transferable belief model. | Philippe Smets, Yen-Teh Hsia |
| 1990 | The transferable belief model and other interpretations of Dempster-Shafer's model. | Philippe Smets |
| 1990 | Propagating uncertainty in rule based cognitive modelling. | Thomas R. Shultz |