| 2005 | Constrained Score+(Local)Search Methods for Learning Bayesian Networks. | Jos A. Gmez, Jos Miguel Puerta |
| 2005 | Abductive Inference in Bayesian Networks: Finding a Partition of the Explanation Space. | M. Julia Flores, Jos A. Gmez, Serafn Moral |
| 2005 | A Zero-Layer Based Fuzzy Probabilistic Logic for Conditional Probability. | Tommaso Flaminio |
| 2005 | Optimal Threshold Policies for Operation of a Dedicated-Platform with Imperfect State Information - A POMDP Framework. | Arsalan Farrokh, Vikram Krishnamurthy |
| 2005 | Expressing Preferences from Generic Rules and Examples - A Possibilistic Approach Without Aggregation Function. | Didier Dubois, Souhila Kaci, Henri Prade |
| 2005 | A Notion of Comparative Probabilistic Entropy Based on the Possibilistic Specificity Ordering. | Didier Dubois, Eyke Hllermeier |
| 2005 | On the Qualitative Comparison of Sets of Positive and Negative Affects. | Didier Dubois, Hlne Fargier |
| 2005 | Probabilistic Transformations of Belief Functions. | Milan Daniel |
| 2005 | Symmetric Argumentation Frameworks. | Sylvie Coste-Marquis, Caroline Devred, Pierre Marquis |
| 2005 | Comparative Conditional Possibilities. | Giulianella Coletti, Barbara Vantaggi |
| 2005 | Nonlinear Deterministic Relationships in Bayesian Networks. | Barry R. Cobb, Prakash P. Shenoy |
| 2005 | A Modal Logic for Reasoning with Contradictory Beliefs Which Takes into Account the Number and the Reliability of the Sources. | Laurence Cholvy |
| 2005 | Argument-Based Expansion Operators in Possibilistic Defeasible Logic Programming: Characterization and Logical Properties. | Carlos Ivn Chesevar, Guillermo Ricardo Simari, Llus Godo, Teresa Alsinet |
| 2005 | On the Acceptability of Arguments in Bipolar Argumentation Frameworks. | Claudette Cayrol, Marie-Christine Lagasquie-Schiex |
| 2005 | Gradual Valuation for Bipolar Argumentation Frameworks. | Claudette Cayrol, Marie-Christine Lagasquie-Schiex |
| 2005 | Coherent Restrictions of Vague Conditional Lower-Upper Probability Extensions. | Andrea Capotorti, Maroussa Zagoraiou |
| 2005 | Methods to Determine the Branching Attribute in Bayesian Multinets Classifiers. | Andrs Cano, Francisco Javier Garca Castellano, Andrs R. Masegosa, Serafn Moral |
| 2005 | Selective Gaussian Nave Bayes Model for Diffuse Large-B-Cell Lymphoma Classification: Some Improvements in Preprocessing and Variable Elimination. | Andrs Cano, Francisco Javier Garca Castellano, Andrs R. Masegosa, Serafn Moral |
| 2005 | A Decision-Based Approach for Recommending in Hierarchical Domains. | Luis M. de Campos, Juan M. Fernndez-Luna, Manuel Gmez-Olmedo, Juan F. Huete |
| 2005 | On the Use of Restrictions for Learning Bayesian Networks. | Luis M. de Campos, Francisco Javier Garca Castellano |
| 2005 | Racing for Conditional Independence Inference. | Remco R. Bouckaert, Milan Studen |
| 2005 | About the Processing of Possibilistic and Probabilistic Queries. | Patrick Bosc, Olivier Pivert |
| 2005 | Probabilistic Graphical Models for the Diagnosis of Analog Electrical Circuits. | Christian Borgelt, Rudolf Kruse |
| 2005 | Molecular Fragment Mining for Drug Discovery. | Christian Borgelt, Michael R. Berthold, David E. Patterson |
| 2005 | Some Theoretical Properties of Conditional Probability Assessments. | Veronica Biazzo, Angelo Gilio |