| 1991 | "Conditional Inter-Causally Independent" Node Distributions, a Property of "Noisy-OR" Models. John Mark Agosta |
| 1991 | A Bayesian Method for Constructing Bayesian Belief Networks from Databases. Gregory F. Cooper, Edward Herskovits |
| 1991 | A Fusion Algorithm for Solving Bayesian Decision Problems. Prakash P. Shenoy |
| 1991 | A Graph-Based Inference Method for Conditional Independence. Ross D. Shachter |
| 1991 | A Language for Planning with Statistics. Nathaniel G. Martin, James F. Allen |
| 1991 | A Logic of Graded Possibility and Certainty Coping with Partial Inconsistency. Jérôme Lang, Didier Dubois, Henri Prade |
| 1991 | A Method for Integrating Utility Analysis. Deborah L. Thurston, Yun Qi Tian |
| 1991 | A Modification to Evidential Probability. Bülent Murtezaoglu, Henry E. Kyburg Jr. |
| 1991 | A Monte-Carlo Algorithm for Dempster-Shafer Belief. Nic Wilson |
| 1991 | A Non-Numeric Approach to Multi-Criteria/Multi-Expert Aggregation Based on Approximate Reasoning. Ronald R. Yager |
| 1991 | A Probabilistic Analysis of Marker-Passing Techniques for Plan-Recognition. Glenn Carroll, Eugene Charniak |
| 1991 | A Reason Maintenance System Dealing with Vague Data. Bruno Fringuelli, Stefano Marcugini, Alfredo Milani, Silvano Rivoira |
| 1991 | A Sensitivity Analysis of Pathfinder: A Follow-Up Study. Keung-Chi Ng, Bruce Abramson |
| 1991 | ARCO1: An Application of Belief Networks to the Oil Market. Bruce Abramson |
| 1991 | About Updating. Philippe Smets |
| 1991 | Advances in Probabilistic Reasoning. Dan Geiger, David Heckerman |
| 1991 | Algorithms for Irrelevance-Based Partial MAPs. Solomon Eyal Shimony |
| 1991 | An Approximate Nonmyopic Computation for Value of Information. David Heckerman, Eric Horvitz, Blackford Middleton |
| 1991 | An Efficient Implementation of Belief Function Propagation. Hong Xu |
| 1991 | Bayesian Networks Applied to Therapy Monitoring. Carlo Berzuini, David J. Spiegelhalter, Riccardo Bellazzi |
| 1991 | Belief and Surprise - A Belief-Function Formulation. Yen-Teh Hsia |
| 1991 | Combination of Upper and Lower Probabilities. José E. Cano, Serafín Moral, Juan F. Verdegay-López |
| 1991 | Combining Multiple-valued Logics in Modular Expert Systems. Jaume Agustí-Cullell, Francesc Esteva, Pere Garcia, Lluís Godo, Carles Sierra |
| 1991 | Compatibility of Quantitative and Qualitative Representations of Belief. S. K. Michael Wong, Yiyu Yao, Pawan Lingras |
| 1991 | Completing Knowledge by Competing Hierarchies. Kerstin Schill, Ernst Pöppel, Christoph Zetzsche |
| 1991 | Compressed Constraints in Probabilistic Logic and Their Revision. Paul Snow |
| 1991 | Conflict and Surprise: Heuristics for Model Revision. Kathryn B. Laskey |
| 1991 | Constraint Propagation with Imprecise Conditional Probabilities. Stéphane Amarger, Didier Dubois, Henri Prade |
| 1991 | Decision Theory and Autonomous Systems. John Fox, Paul J. Krause |
| 1991 | Deliberation and its Role in the Formation of Intentions. Anand S. Rao, Michael P. Georgeff |
| 1991 | Detecting Causal Relations in the Presence of Unmeasured Variables. Peter Spirtes |
| 1991 | Dynamic Network Updating Techniques for Diagnostic Reasoning. Gregory M. Provan |
| 1991 | Evidential Reasoning in a Categorial Perspective. Robert Kennes |
| 1991 | Formal Model of Uncertainty for Possibilistic Rules. Arthur Ramer |
| 1991 | From Relational Databases to Belief Networks. Wilson X. Wen |
| 1991 | Handling Uncertainty During Plan Recognition in Task-Oriented Consultation Systems. Bhavani Raskutti, Ingrid Zukerman |
| 1991 | High Level Path Planning with Uncertainty. Runping Qi, David L. Poole |
| 1991 | Integrating Probabilistic Rules into Neural Networks: A Stochastic EM Learning Algorithm. Gerhard Paass |
| 1991 | Investigation of Variances in Belief Networks. Richard E. Neapolitan, James R. Kenevan |
| 1991 | Local Expression Languages for Probabilistic Dependence. Bruce D'Ambrosio |
| 1991 | Management of Uncertainty. Robert Paasch, Alice M. Agogino |
| 1991 | Non-Monotonic Negation in Probabilistic Deductive Databases. Raymond T. Ng, V. S. Subrahmanian |
| 1991 | Non-monotonic Reasoning and the Reversibility of Belief Change. Daniel Hunter |
| 1991 | On the Generation of Alternative Explanations with Implications for Belief Revision. Eugene Santos Jr. |
| 1991 | Probability Estimation in Face of Irrelevant Information. Adam J. Grove, Daphne Koller |
| 1991 | Pulcinella: A General Tool for Propagating Uncertainty in Valuation Networks. Alessandro Saffiotti, Elisabeth Umkehrer |
| 1991 | Reasoning Under Uncertainty: Some Monte Carlo Results. Paul E. Lehner, Azar Sadigh |
| 1991 | Reasoning with Mass Distributions. Rudolf Kruse, Detlef D. Nauck, Frank Klawonn |
| 1991 | Representation Requirements for Supporting Decision Model Formulation. Tze-Yun Leong |
| 1991 | Representing Bayesian Networks Within Probabilistic Horn Abduction. David Poole |
| 1991 | Search-Based Methods to Bound Diagnostic Probabilities in Very Large Belief Nets. Max Henrion |
| 1991 | Some Properties of Plausible Reasoning. Wray L. Buntine |
| 1991 | Structuring Bodies of Evidence. Sandra A. Sandri |
| 1991 | Symbolic Probabilistic Inference with Continuous Variables. Kuo-Chu Chang, Robert M. Fung |
| 1991 | Symbolic Probabilistic Inference with Evidence Potential. Kuo-Chu Chang, Robert M. Fung |
| 1991 | Theory Refinement on Bayesian Networks. Wray L. Buntine |
| 1991 | Time-Dependent Utility and Action Under Uncertainty. Eric Horvitz, Geoffrey Rutledge |
| 1991 | Truth as Utility: A Conceptual Synthesis. Enrique H. Ruspini |
| 1991 | UAI '91: Proceedings of the Seventh Annual Conference on Uncertainty in Artificial Intelligence, University of California at Los Angeles, Los Angeles, CA, USA, July 13-15, 1991 Bruce D'Ambrosio, Philippe Smets |