Scalable Uncertainty Management: 12th International Conference, SUM 2018, Milan, Italy, October 3-5, 2018, Proceedings

Description

This book constitutes the refereed proceedings of the 12th International Conference on Scalable Uncertainty Management, SUM 2018, which was held in Milan, Italy, in October 2018. The 23 full, 6 short papers and 2 tutorials presented in this volume were carefully reviewed and selected from 37 submissions. The conference is dedicated to the management of large amounts of complex, uncertain, incomplete, or inconsistent information. New approaches have been developed on imprecise probabilities, fuzzy set theory, rough set theory, ordinal uncertainty representations, or even purely qualitative models. Front Matter ....Pages I-XI Front Matter ....Pages 1-1 A Crash Course on Generalized Possibilistic Logic (Didier Dubois, Henri Prade)....Pages 3-17 Discrete Sugeno Integrals and Their Applications (Agnès Rico)....Pages 18-32 Front Matter ....Pages 33-33 A Credal Extension of Independent Choice Logic (Alessandro Antonucci, Alessandro Facchini)....Pages 35-49 Explaining the Most Probable Explanation (Raphaela Butz, Arjen Hommersom, Marko van Eekelen)....Pages 50-63 Fuzzification of Ordinal Classes. The Case of the HL7 Severity Grading (Federico Cabitza, Davide Ciucci)....Pages 64-77 A Modular Inference System for Probabilistic Description Logics (Giuseppe Cota, Fabrizio Riguzzi, Riccardo Zese, Elena Bellodi, Evelina Lamma)....Pages 78-92 Modeling the Dynamics of Multiple Disease Occurrence by Latent States (Marcos L. P. Bueno, Arjen Hommersom, Peter J. F. Lucas, Mariana Lobo, Pedro P. Rodrigues)....Pages 93-107 Integral Representations of a Coherent Upper Conditional Prevision by the Symmetric Choquet Integral and the Asymmetric Choquet Integral with Respect to Hausdorff Outer Measures (Serena Doria)....Pages 108-123 Separable Qualitative Capacities (Didier Dubois, Francis Faux, Henri Prade, Agnès Rico)....Pages 124-139 An Approach Based on MCDA and Fuzzy Logic to Select Joint Actions (Abdelhak Imoussaten)....Pages 140-151 Discovering Ordinal Attributes Through Gradual Patterns, Morphological Filters and Rank Discrimination Measures (Christophe Marsala, Anne Laurent, Marie-Jeanne Lesot, Maria Rifqi, Arnaud Castelltort)....Pages 152-163 Distribution-Aware Sampling of Answer Sets (Matthias Nickles)....Pages 164-180 Consequence-Based Axiom Pinpointing (Ana Ozaki, Rafael Peñaloza)....Pages 181-195 Probabilistic Semantics for Categorical Syllogisms of Figure II (Niki Pfeifer, Giuseppe Sanfilippo)....Pages 196-211 Measuring Disagreement Among Knowledge Bases (Nico Potyka)....Pages 212-227 On Enumerating Models for the Logic of Paradox Using Tableau (Pilar Pozos-Parra, Laurent Perrussel, Jean Marc Thévenin)....Pages 228-242 On Instantiating Generalised Properties of Gradual Argumentation Frameworks (Antonio Rago, Pietro Baroni, Francesca Toni)....Pages 243-259 Lower and Upper Probability Bounds for Some Conjunctions of Two Conditional Events (Giuseppe Sanfilippo)....Pages 260-275 Qualitative Probabilistic Relational Models (Linda C. van der Gaag, Philippe Leray)....Pages 276-289 Rule-Based Conditioning of Probabilistic Data (Maurice van Keulen, Benjamin L. Kaminski, Christoph Matheja, Joost-Pieter Katoen)....Pages 290-305 Positional Scoring Rules with Uncertain Weights (Paolo Viappiani)....Pages 306-320 A New Measure of General Information on Pseudo Analysis (Doretta Vivona, Maria Divari)....Pages 321-332 A Formal Approach to Embedding First-Principles Planning in BDI Agent Systems (Mengwei Xu, Kim Bauters, Kevin McAreavey, Weiru Liu)....Pages 333-347 Front Matter ....Pages 349-349 Imprecise Sampling Models for Modelling Unobserved Heterogeneity? Basic Ideas of a Credal Likelihood Concept (Thomas Augustin)....Pages 351-358 Representation of Multiple Agent Preferences (Nahla Ben Amor, Didier Dubois, Henri Prade, Syrine Saidi)....Pages 359-367 Measuring and Computing Database Inconsistency via Repairs (Leopoldo Bertossi)....Pages 368-372 Scalable Bounding of Predictive Uncertainty in Regression Problems with SLAC (Arno Blaas, Adam D. Cobb, Jan-Peter Calliess, Stephen J. Roberts)....Pages 373-379 Predicting the Possibilistic Score of OWL Axioms Through Support Vector Regression (Dario Malchiodi, Célia da Costa Pereira, Andrea G. B. Tettamanzi)....Pages 380-386 Inferring Quantitative Preferences: Beyond Logical Deduction (Maria Vanina Martinez, Lluis Godo, Gerardo I. Simari)....Pages 387-395 Handling Uncertainty in Relational Databases with Possibility Theory - A Survey of Different Modelings (Olivier Pivert, Henri Prade)....Pages 396-404 An Argumentative Recommendation Approach Based on Contextual Aspects (Juan Carlos Lionel Teze, Lluis Godo, Guillermo Ricardo Simari)....Pages 405-412 Back Matter ....Pages 413-413