| 1990 | A new algorithm for finding MAP assignments to belief networks. | Solomon Eyal Shimony, Eugene Charniak |
| 1990 | Valuation-based systems for discrete optimisation. | Prakash P. Shenoy |
| 1990 | Directed reduction algorithms and decomposable graphs. | Ross D. Shachter, Stig K. Andersen, Kim-Leng Poh |
| 1990 | Using Dempster-Shafer theory in knowledge representation. | Alessandro Saffiotti |
| 1990 | Possibility as similarity; the semantics of fuzzy logic. | Enrique H. Ruspini |
| 1990 | What is the most likely diagnosis? | David L. Poole, Gregory M. Provan |
| 1990 | On heuristics for finding loop cutsets in multiply-connected belief networks. | Behzad Parviz |
| 1990 | Second order probabilities for uncertain and conflicting evidence. | Gerhard Paass |
| 1990 | A model for non-monotonic reasoning using Dempster's rule. | Mary McLeish |
| 1990 | Integrating probabilistic, taxonomic and causal knowledge in abductive diagnosis. | Dekang Lin, Randy Goebel |
| 1990 | Computational aspects of the Mobius transformation. | Robert Kennes, Philippe Smets |
| 1990 | Analysis in HUGIN of data conflict. | Finn Verner Jensen, Bo Chamberlain, Torsten Nordahl, Frank Jensen |
| 1990 | an entropy-driven system for construction of probabilistic expert systems from databases. | Edward Herskovits, Gregory F. Cooper |
| 1990 | Qualtitative propagation and scenario-based scheme for exploiting probabilistic reasoning. | Max Henrion, Marek J. Druzdzel |
| 1990 | Problem formulation as the reduction of a decision model. | David Heckerman, Eric Horvitz |
| 1990 | Similarity networks for the construction of multiple-faults belief networks. | David Heckerman |
| 1990 | Time, chance and action. | Peter Haddawy |
| 1990 | Dynamic construction of belief networks. | Robert P. Goldman, Eugene Charniak |
| 1990 | separable and transitive graphoids. | Dan Geiger, David Heckerman |
| 1990 | Computing probability intervals under independency constraints. | Linda C. van der Gaag |
| 1990 | A new approach to updating beliefs. | Ronald Fagin, Joseph Y. Halpern |
| 1990 | Computationally-optimal rea-resource strategies for independent, uninterruptible methods. | David Einav, Michael R. Fehling |
| 1990 | Integrating case-based and rule based reasoning: the possibilistic connection. | Soumitra Dutta, Piero P. Bonissone |
| 1990 | Updating with belief functions, ordinal conditional functions and possibility measures. | Didier Dubois, Henri Prade |
| 1990 | Context-dependent similarity. | Yizong Cheng |