| 1995 | A Bayesian Approach to Learning Causal Networks. David Heckerman |
| 1995 | A Characterization of the Dirichlet Distribution with Application to Learning Bayesian Networks. Dan Geiger, David Heckerman |
| 1995 | A Definition and Graphical Representation for Causality. David Heckerman, Ross D. Shachter |
| 1995 | A Method for Implementing a Probabilistic Model as a Relational Database. S. K. Michael Wong, Cory J. Butz, Yang Xiang |
| 1995 | A New Pruning Method for Solving Decision Trees and Game Trees. Prakash P. Shenoy |
| 1995 | A Theoretical Framework for Context-Sensitive Temporal Probability Model Construction with Application to Plan Projection. Liem Ngo, Peter Haddawy, James Helwig |
| 1995 | A Transformational Characterization of Equivalent Bayesian Network Structures. David Maxwell Chickering |
| 1995 | A constraint satisfaction framework for decision under uncertainty. Hélène Fargier, Jérôme Lang, Roger Martin-Clouaire, Thomas Schiex |
| 1995 | A polynomial algorithm for computing the optimal repair strategy in a system with independent component failures. Sampath Srinivas |
| 1995 | Abstraction in Belief Networks: The Role of Intermediate States in Diagnostic Reasoning. Gregory M. Provan |
| 1995 | Accounting for Context in Plan Recognition, with Application to Traffic Monitoring. David V. Pynadath, Michael P. Wellman |
| 1995 | An Algebraic Semantics for Possibilistic Logic. Luca Boldrin, Claudio Sossai |
| 1995 | An Order of Magnitude Calculus. Nic Wilson |
| 1995 | Automating Computer Bottleneck Detection with Belief Nets. John S. Breese, Russ Blake |
| 1995 | Belief functions and default reasoning. Salem Benferhat, Alessandro Saffiotti, Philippe Smets |
| 1995 | Causal Inference in the Presence of Latent Variables and Selection Bias. Peter Spirtes, Christopher Meek, Thomas S. Richardson |
| 1995 | Causal inference and causal explanation with background knowledge. Christopher Meek |
| 1995 | Cautious Propagation in Bayesian Networks. Finn Verner Jensen |
| 1995 | Chain graphs for learning. Wray L. Buntine |
| 1995 | Clustering Without (Thinking About) Triangulation. Denise Draper |
| 1995 | Conditioning Algorithms for Exact and Approximate Inference in Causal Networks. Adnan Darwiche |
| 1995 | Counterfactuals and Policy Analysis in Structural Models. Alexander Balke, Judea Pearl |
| 1995 | Decision Flexibility. Tom Chávez, Ross D. Shachter |
| 1995 | Defaults and Infinitesimals Defeasible Inference by Nonarchimedean Entropy-Maximization. Emil Weydert |
| 1995 | Directed Cyclic Graphical Representations of Feedback Models. Peter Spirtes |
| 1995 | Display of Information for Time-Critical Decision Making. Eric Horvitz, Matthew Barry |
| 1995 | Efficient Decision-Theoretic Planning: Techniques and Empirical Analysis. Peter Haddawy, AnHai Doan, Richard Goodwin |
| 1995 | Elicitation of Probabilities for Belief Networks: Combining Qualitative and Quantitative Information. Marek J. Druzdzel, Linda C. van der Gaag |
| 1995 | Error Estimation in Approximate Bayesian Belief Network Inference. Enrique F. Castillo, Remco R. Bouckaert, José María Sarabia, Cristina Solares |
| 1995 | Estimating Continuous Distributions in Bayesian Classifiers. George H. John, Pat Langley |
| 1995 | Exploiting System Hierarchy to Compute Repair Plans in Probabilistic Model-Based Diagnosis. Sampath Srinivas, Eric Horvitz |
| 1995 | Exploiting the Rule Structure for Decision Making within the Independent Choice Logic. David Poole |
| 1995 | Fast Belief Update Using Order-of-Magnitude Probabilities. Moisés Goldszmidt |
| 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 | Fuzzy logic and probability. Petr Hájek, Lluís Godo, Francesc Esteva |
| 1995 | Generating Explanations for Evidential Reasoning. Hong Xu, Philippe Smets |
| 1995 | Generating the Structure of a Fuzzy Rule under Uncertainty. Juan Luis Castro, Jose Manuel Zurita |
| 1995 | Graphical models for preference and utility. Fahiem Bacchus, Adam J. Grove |
| 1995 | HUGS: Combining Exact Inference and Gibbs Sampling in junction Trees. Uffe Kjærulff |
| 1995 | Implementation of Continuous Bayesian Networks Using Sums of Weighted Gaussians. Eric Driver, Darryl Morrell |
| 1995 | Improved Sampling for Diagnostic Reasoning in Bayesian Networks. Mark Hulme |
| 1995 | Independence Concepts for Convex Sets of Probabilities. Luis M. de Campos, Serafín Moral |
| 1995 | Inference with Causal Independence in the CPSC Network. Nevin Lianwen Zhang |
| 1995 | Information/Relevance Influence Diagrams. Ali Jenzarli |
| 1995 | Is There a Role for Qualitative Risk Assessment? Paul J. Krause, John Fox, Philip N. Judson |
| 1995 | Learning Bayesian Networks: A Unification for Discrete and Gaussian Domains. David Heckerman, Dan Geiger |
| 1995 | Logarithmic-Time Updates and Queries in Probabilistic Networks. Arthur L. Delcher, Adam J. Grove, Simon Kasif, Judea Pearl |
| 1995 | Modeling failure priors and persistence in model-based diagnosis. Sampath Srinivas |
| 1995 | Numerical representations of acceptance. Didier Dubois, Henri Prade |
| 1995 | On the Complexity of Solving Markov Decision Problems. Michael L. Littman, Thomas L. Dean, Leslie Pack Kaelbling |
| 1995 | On the Detection of Conflicts in Diagnostic Bayesian Networks Using Abstraction. Young-Gyun Kim, Marco Valtorta |
| 1995 | On the Testability of Causal Models With Latent and Instrumental Variables. Judea Pearl |
| 1995 | Optimization of Inter-Subnet Belief Updating in Multiply Sectioned Bayesian Networks. Yang Xiang |
| 1995 | Path Planning under Time-Dependent Uncertainty. Michael P. Wellman, Matthew Ford, Kenneth Larson |
| 1995 | Plausibility Measures: A User's Guide. Nir Friedman, Joseph Y. Halpern |
| 1995 | Practical model-based diagnosis with qualitative possibilistic uncertainty. Didier Cayrac, Didier Dubois, Henri Prade |
| 1995 | Probabilistic Exploration in Planning while Learning. Grigoris I. Karakoulas |
| 1995 | Probabilistic Temporal Reasoning with Endogenous Change. Steve Hanks, David Madigan, Jonathan Gavrin |
| 1995 | Probabilistic evaluation of sequential plans from causal models with hidden variables. Judea Pearl, James M. Robins |
| 1995 | Reasoning, Metareasoning, and Mathematical Truth: Studies of Theorem Proving under Limited Resources. Eric Horvitz, Adrian C. Klein |
| 1995 | Refining reasoning in qualitative probabilistic networks. Simon Parsons |
| 1995 | Sensitivities: An Alternative to Conditional Probabilities for Bayesian Belief Networks. Alexander V. Kozlov, Jaswinder Pal Singh |
| 1995 | Stochastic simulation algorithms for dynamic probabilistic networks. Keiji Kanazawa, Daphne Koller, Stuart Russell |
| 1995 | Strong completeness and faithfulness in Bayesian networks. Christopher Meek |
| 1995 | Testing Identifiability of Causal Effects. David Galles, Judea Pearl |
| 1995 | Toward a Characterization of Uncertainty Measure for the Dempster-Shafer Theory. David Harmanec |
| 1995 | Transforming Prioritized Defaults and Specificity into Parallel Defaults. Benjamin N. Grosof |
| 1995 | UAI '95: Proceedings of the Eleventh Annual Conference on Uncertainty in Artificial Intelligence, Montreal, Quebec, Canada, August 18-20, 1995 Philippe Besnard, Steve Hanks |