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14th SUM 2020: Bozen-Bolzano, Italy
- Jesse Davis, Karim Tabia:
Scalable Uncertainty Management - 14th International Conference, SUM 2020, Bozen-Bolzano, Italy, September 23-25, 2020, Proceedings. Lecture Notes in Computer Science 12322, Springer 2020, ISBN 978-3-030-58448-1
Tutorial Papers
- Vaishak Belle:
Symbolic Logic Meets Machine Learning: A Brief Survey in Infinite Domains. 3-16 - Leopoldo E. Bertossi:
Score-Based Explanations in Data Management and Machine Learning. 17-31
Regular Papers
- Didier Dubois, Henri Prade:
From Possibilistic Rule-Based Systems to Machine Learning - A Discussion Paper. 35-51 - Vaishak Belle:
Logic, Probability and Action: A Situation Calculus Perspective. 52-67 - Miguel Couceiro, Erkko Lehtonen, Laurent Miclet, Henri Prade, Gilles Richard:
When Nominal Analogical Proportions Do Not Fail. 68-83 - Jandson S. Ribeiro, Viorica Sofronie-Stokkermans, Matthias Thimm:
Measuring Disagreement with Interpolants. 84-97 - Loïc Adam, Arthur Van Camp, Sébastien Destercke, Benjamin Quost:
Inferring from an Imprecise Plackett-Luce Model: Application to Label Ranking. 98-112 - Arne Decadt, Jasper De Bock, Gert de Cooman:
Inference with Choice Functions Made Practical. 113-127 - Andrea Campagner, Davide Ciucci:
A Formal Learning Theory for Three-Way Clustering. 128-140 - Yassir Idmessaoud, Didier Dubois, Jérémie Guiochet:
Belief Functions for Safety Arguments Confidence Estimation: A Comparative Study. 141-155 - Agnès Rico, Paolo Viappiani:
Incremental Elicitation of Capacities for the Sugeno Integral with a Maximin Approach. 156-171 - Floris Persiau, Jasper De Bock, Gert de Cooman:
Computable Randomness Is About More Than Probabilities. 172-186 - Juliette Ortholand, Sébastien Destercke, Khaled Belahcène:
Equity in Learning Problems: An OWA Approach. 187-199 - Francesca Mangili, Denis Broggini, Alessandro Antonucci:
Conversational Recommender System by Bayesian Methods. 200-214
Short Papers
- Benjamin Quost, Marie-Hélène Masson, Sébastien Destercke:
Dealing with Atypical Instances in Evidential Decision-Making. 217-225 - Achraf Ben Chrayet, Ahmed Samet, Mohamed Anis Bach Tobji:
Evidence Theory Based Combination of Frequent Chronicles for Failure Prediction. 226-233 - Nassim Bahri, Mohamed Anis Bach Tobji, Boutheina Ben Yaghlane:
Rule-Based Classification for Evidential Data. 234-241 - Dominik Kreiss, Thomas Augustin:
Undecided Voters as Set-Valued Information - Towards Forecasts Under Epistemic Imprecision. 242-250 - Francesco Santini:
Multi-dimensional Stable Matching Problems in Abstract Argumentation. 251-260 - Mohammed Sadou, Yassine Djouadi, Allel Hadj-Ali:
Modal Interpretation of Formal Concept Analysis for Incomplete Representations. 261-269 - Ryma Boumazouza, Fahima Cheikh Alili, Bertrand Mazure, Karim Tabia:
A Symbolic Approach for Counterfactual Explanations. 270-277
PhD Track
- Xiaoting Shao, Zhongjie Yu, Arseny Skryagin, Tjitze Rienstra, Matthias Thimm, Kristian Kersting:
Modelling Multivariate Ranking Functions with Min-Sum Networks. 281-288 - Isabelle Kuhlmann, Matthias Thimm:
An Algorithm for the Contension Inconsistency Measure Using Reductions to Answer Set Programming. 289-296
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