Modeling Decisions for Artificial Intelligence: 17th International Conference, MDAI 2020, Sant Cugat, Spain, September 2–4, 2020, Proceedings (Lecture Notes in Artificial Intelligence Book 12256)

This book constitutes the refereed proceedings of the 17th International Conference on Modeling Decisions for Artificial Intelligence, MDAI 2020, held in Sant Cugat, Spain, in September 2020.\* The 24 papers presented in this volume were carefully reviewed and selected from 46 submissions. They discuss different facets of decision processes in a broad sense and present research in data science, data privacy, aggregation functions, human decision making, graphs and social networks, and recommendation and search. The papers are organized in the following topical sections: aggregation operators and decision making, and data science and data mining. **\*** The conference was canceled due to the COVID-19 pandemic. Front Matter ....Pages i-xiii Front Matter ....Pages 1-1 A Characterization of Belief Merging Operators in the Regular Horn Fragment of Signed Logic (Pilar Dellunde)....Pages 3-15 Bivariate Risk Measures and Stochastic Orders (Yuji Yoshida)....Pages 16-27 Stochastic Orders on Two-Dimensional Space: Application to Cross Entropy (Mateu Sbert, Yuji Yoshida)....Pages 28-40 Modeling Decisions in AI: Re-thinking Linda in Terms of Coherent Lower and Upper Conditional Previsions (Serena Doria, Alessandra Cenci)....Pages 41-52 Ensemble Learning, Social Choice and Collective Intelligence (Andrea Campagner, Davide Ciucci, Federico Cabitza)....Pages 53-65 An Unsupervised Capacity Identification Approach Based on Sobol’ Indices (Guilherme Dean Pelegrina, Leonardo Tomazeli Duarte, Michel Grabisch, João Marcos Travassos Romano)....Pages 66-77 Probabilistic Measures and Integrals: How to Aggregate Imprecise Data (Michał Boczek, Lenka Halčinová, Ondrej Hutník, Marek Kaluszka)....Pages 78-91 Distorted Probabilities and Bayesian Confirmation Measures (Andrea Ellero, Paola Ferretti)....Pages 92-103 Constructive k-Additive Measure and Decreasing Convergence Theorems (Ryoji Fukuda, Aoi Honda, Yoshiaki Okazaki)....Pages 104-116 Front Matter ....Pages 117-117 Generalization Property of Fuzzy Classification Function for Tsallis Entropy-Regularization of Bezdek-Type Fuzzy C-Means Clustering (Yuchi Kanzawa)....Pages 119-131 Nonparametric Bayesian Nonnegative Matrix Factorization (Hong-Bo Xie, Caoyuan Li, Kerrie Mengersen, Shuliang Wang, Richard Yi Da Xu)....Pages 132-141 SentiRank: A System to Integrate Aspect-Based Sentiment Analysis and Multi-criteria Decision Support (Mohammed Jabreel, Najlaa Maaroof, Aida Valls, Antonio Moreno)....Pages 142-153 Efficient Detection of Byzantine Attacks in Federated Learning Using Last Layer Biases (Najeeb Jebreel, Alberto Blanco-Justicia, David Sánchez, Josep Domingo-Ferrer)....Pages 154-165 Multi-object Tracking Combines Motion and Visual Information (Fan Wang, En Zhu, Lei Luo, Jun Long)....Pages 166-178 Classifying Candidate Axioms via Dimensionality Reduction Techniques (Dario Malchiodi, Célia da Costa Pereira, Andrea G. B. Tettamanzi)....Pages 179-191 Sampling Unknown Decision Functions to Build Classifier Copies (Irene Unceta, Diego Palacios, Jordi Nin, Oriol Pujol)....Pages 192-204 Towards Analogy-Based Explanations in Machine Learning (Eyke Hüllermeier)....Pages 205-217 An Improved Bi-level Multi-objective Evolutionary Algorithm for the Production-Distribution Planning System (Malek Abbassi, Abir Chaabani, Lamjed Ben Said)....Pages 218-229 Modifying the Symbolic Aggregate Approximation Method to Capture Segment Trend Information (Muhammad Marwan Muhammad Fuad)....Pages 230-239 Efficiently Mining Gapped and Window Constraint Frequent Sequential Patterns (Hugo Alatrista-Salas, Agustin Guevara-Cogorno, Yoshitomi Maehara, Miguel Nunez-del-Prado)....Pages 240-251 Aggregating News Reporting Sentiment by Means of Hesitant Linguistic Terms (Jennifer Nguyen, Albert Armisen, Núria Agell, Ángel Saz)....Pages 252-260 Decision Trees as a Tool for Data Analysis. Elections in Barcelona: A Case Study (E. Armengol, À. García-Cerdaña)....Pages 261-272 Explaining Misclassification and Attacks in Deep Learning via Random Forests (Rami Haffar, Josep Domingo-Ferrer, David Sánchez)....Pages 273-285 Fair-MDAV: An Algorithm for Fair Privacy by Microaggregation (Julián Salas, Vladimiro González-Zelaya)....Pages 286-297 Back Matter ....Pages 299-299 This book constitutes the refereed proceedings of the 9th International Conference on Modeling Decisions for Artificial Intelligence, MDAI 2012, held in Girona, Catalonia, Spain, in November 2012. The 32 revised full papers were carefully reviewed and selected from 49 submissions and are presented with 4 plenary talks. The papers are organized in topical sections on aggregation operators, integrals, data privacy and security, reasoning, applications, and clustering and similarity.