Scalable Uncertainty Management: 13th International Conference, SUM 2019, Compiègne, France, December 16–18, 2019, Proceedings

Front Matter ....Pages i-xi
 An Experimental Study on the Behaviour of Inconsistency Measures  (Matthias Thimm)....Pages 1-8
 Inconsistency Measurement  (Matthias Thimm)....Pages 9-23
 Using Graph Convolutional Networks for Approximate Reasoning with Abstract Argumentation Frameworks: A Feasibility Study  (Isabelle Kuhlmann, Matthias Thimm)....Pages 24-37
 The Hidden Elegance of Causal Interaction Models  (Silja Renooij, Linda C. van der Gaag)....Pages 38-51
 Computational Models for Cumulative Prospect Theory: Application to the Knapsack Problem Under Risk  (Hugo Martin, Patrice Perny)....Pages 52-65
 On a New Evidential C-Means Algorithm with Instance-Level Constraints  (Jiarui Xie, Violaine Antoine)....Pages 66-78
 Hybrid Reasoning on a Bipolar Argumentation Framework  (Tatsuki Kawasaki, Sosuke Moriguchi, Kazuko Takahashi)....Pages 79-92
 Active Preference Elicitation by Bayesian Updating on Optimality Polyhedra  (Nadjet Bourdache, Patrice Perny, Olivier Spanjaard)....Pages 93-106
 Selecting Relevant Association Rules From Imperfect Data  (Cécile L’Héritier, Sébastien Harispe, Abdelhak Imoussaten, Gilles Dusserre, Benoît Roig)....Pages 107-121
 Evidential Classification of Incomplete Data via Imprecise Relabelling: Application to Plastic Sorting  (Lucie Jacquin, Abdelhak Imoussaten, François Trousset, Jacky Montmain, Didier Perrin)....Pages 122-135
 An Analogical Interpolation Method for Enlarging a Training Dataset  (Myriam Bounhas, Henri Prade)....Pages 136-152
 Towards a Reconciliation Between Reasoning and Learning - A Position Paper  (Didier Dubois, Henri Prade)....Pages 153-168
 CP-Nets, \(\pi \)-pref Nets, and Pareto Dominance  (Nic Wilson, Didier Dubois, Henri Prade)....Pages 169-183
 Measuring Inconsistency Through Subformula Forgetting  (Yakoub Salhi)....Pages 184-191
 Explaining Hierarchical Multi-linear Models  (Christophe Labreuche)....Pages 192-206
 Assertional Removed Sets Merging of DL-Lite Knowledge Bases  (Salem Benferhat, Zied Bouraoui, Odile Papini, Eric Würbel)....Pages 207-220
 An Interactive Polyhedral Approach for Multi-objective Combinatorial Optimization with Incomplete Preference Information  (Nawal Benabbou, Thibaut Lust)....Pages 221-235
 Open-Mindedness of Gradual Argumentation Semantics  (Nico Potyka)....Pages 236-249
 Approximate Querying on Property Graphs  (Stefania Dumbrava, Angela Bonifati, Amaia Nazabal Ruiz Diaz, Romain Vuillemot)....Pages 250-265
 Learning from Imprecise Data: Adjustments of Optimistic and Pessimistic Variants  (Eyke Hüllermeier, Sébastien Destercke, Ines Couso)....Pages 266-279
 On Cautiousness and Expressiveness in Interval-Valued Logic  (Sébastien Destercke, Sylvain Lagrue)....Pages 280-288
 Preference Elicitation with Uncertainty: Extending Regret Based Methods with Belief Functions  (Pierre-Louis Guillot, Sebastien Destercke)....Pages 289-309
 Evidence Propagation and Consensus Formation in Noisy Environments  (Michael Crosscombe, Jonathan Lawry, Palina Bartashevich)....Pages 310-323
 Order-Independent Structure Learning of Multivariate Regression Chain Graphs  (Mohammad Ali Javidian, Marco Valtorta, Pooyan Jamshidi)....Pages 324-338
 Comparison of Analogy-Based Methods for Predicting Preferences  (Myriam Bounhas, Marc Pirlot, Henri Prade, Olivier Sobrie)....Pages 339-354
 Using Convolutional Neural Network in Cross-Domain Argumentation Mining Framework  (Rihab Bouslama, Raouia Ayachi, Nahla Ben Amor)....Pages 355-367
 ConvNet and Dempster-Shafer Theory for Object Recognition  (Zheng Tong, Philippe Xu, Thierry Denœux)....Pages 368-381
 On Learning Evidential Contextual Corrections from Soft Labels Using a Measure of Discrepancy Between Contour Functions  (Siti Mutmainah, Samir Hachour, Frédéric Pichon, David Mercier)....Pages 382-389
 Efficient Möbius Transformations and Their Applications to D-S Theory  (Maxime Chaveroche, Franck Davoine, Véronique Cherfaoui)....Pages 390-403
 Dealing with Continuous Variables in Graphical Models  (Christophe Gonzales)....Pages 404-408
 Towards Scalable and Robust Sum-Product Networks  (Alvaro H. C. Correia, Cassio P. de Campos)....Pages 409-422
 Learning Models over Relational Data: A Brief Tutorial  (Maximilian Schleich, Dan Olteanu, Mahmoud Abo-Khamis, Hung Q. Ngo, XuanLong Nguyen)....Pages 423-432
 Subspace Clustering and Some Soft Variants  (Marie-Jeanne Lesot)....Pages 433-443
Back Matter ....Pages 445-452