| 1995 | On the Detection of Conflicts in Diagnostic Bayesian Networks Using Abstraction. | Young-Gyun Kim, Marco Valtorta |
| 1995 | Probabilistic Exploration in Planning while Learning. | Grigoris I. Karakoulas |
| 1995 | Stochastic simulation algorithms for dynamic probabilistic networks. | Keiji Kanazawa, Daphne Koller, Stuart Russell |
| 1995 | Estimating Continuous Distributions in Bayesian Classifiers. | George H. John, Pat Langley |
| 1995 | Information/Relevance Influence Diagrams. | Ali Jenzarli |
| 1995 | Cautious Propagation in Bayesian Networks. | Finn Verner Jensen |
| 1995 | Improved Sampling for Diagnostic Reasoning in Bayesian Networks. | Mark Hulme |
| 1995 | Reasoning, Metareasoning, and Mathematical Truth: Studies of Theorem Proving under Limited Resources. | Eric Horvitz, Adrian C. Klein |
| 1995 | Display of Information for Time-Critical Decision Making. | Eric Horvitz, Matthew Barry |
| 1995 | A Definition and Graphical Representation for Causality. | David Heckerman, Ross D. Shachter |
| 1995 | Learning Bayesian Networks: A Unification for Discrete and Gaussian Domains. | David Heckerman, Dan Geiger |
| 1995 | A Bayesian Approach to Learning Causal Networks. | David Heckerman |
| 1995 | Toward a Characterization of Uncertainty Measure for the Dempster-Shafer Theory. | David Harmanec |
| 1995 | Probabilistic Temporal Reasoning with Endogenous Change. | Steve Hanks, David Madigan, Jonathan Gavrin |
| 1995 | Fuzzy logic and probability. | Petr Hjek, Llus Godo, Francesc Esteva |
| 1995 | Efficient Decision-Theoretic Planning: Techniques and Empirical Analysis. | Peter Haddawy, AnHai Doan, Richard Goodwin |
| 1995 | Transforming Prioritized Defaults and Specificity into Parallel Defaults. | Benjamin N. Grosof |
| 1995 | Fast Belief Update Using Order-of-Magnitude Probabilities. | Moiss Goldszmidt |
| 1995 | A Characterization of the Dirichlet Distribution with Application to Learning Bayesian Networks. | Dan Geiger, David Heckerman |
| 1995 | Testing Identifiability of Causal Effects. | David Galles, Judea Pearl |
| 1995 | Plausibility Measures: A User's Guide. | Nir Friedman, Joseph Y. Halpern |
| 1995 | A constraint satisfaction framework for decision under uncertainty. | Hlne Fargier, Jrme Lang, Roger Martin-Clouaire, Thomas Schiex |
| 1995 | Fraud/Uncollectible Debt Detection Using a Bayesian Network Based Learning System: A Rare Binary Outcome with Mixed Data Structures. | Kazuo J. Ezawa, Til Schuermann |
| 1995 | Numerical representations of acceptance. | Didier Dubois, Henri Prade |
| 1995 | Elicitation of Probabilities for Belief Networks: Combining Qualitative and Quantitative Information. | Marek J. Druzdzel, Linda C. van der Gaag |