Modeling decisions for artificial intelligence : 16th international conference, MDAI 2019, Milan, Italy, September 4-6, 2019 : proceedings

This book constitutes the refereed proceedings of the 16th International Conference on Modeling Decisions for Artificial Intelligence, MDAI 2019, held in Milan, Italy, in September 2019. The 30 papers presented in this volume were carefully reviewed and selected from 50 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; data science and data mining; and data privacy and security. Front Matter ....Pages i-xix Front Matter ....Pages 1-1 General Chebyshev Type Inequality for Seminormed Fuzzy Integral (Michał Boczek, Anton Hovana, Ondrej Hutník)....Pages 3-16 Convergence in Measure Theorems of the Choquet Integral Revisited (Jun Kawabe)....Pages 17-28 Risk-Sensitive Markov Decision Under Risk Constraints with Coherent Risk Measures (Yuji Yoshida)....Pages 29-40 Set-Based Extended Functions (Radko Mesiar, Anna Kolesárová, Adam Šeliga, Javier Montero, Daniel Gómez)....Pages 41-51 Fuzzy Confirmation Measures (a)symmetry Properties (Emilio Celotto, Andrea Ellero, Paola Ferretti)....Pages 52-63 Fake News Detection in Microblogging Through Quantifier-Guided Aggregation (Marco De Grandis, Gabriella Pasi, Marco Viviani)....Pages 64-76 Individual, Coalitional and Structural Influence in Group Decision-Making (Hang Luo)....Pages 77-91 Betweenness Spaces: Morphism and Aggregation Functions (Marta Cardin)....Pages 92-97 On Idempotent n-ary Uninorms (Jimmy Devillet, Gergely Kiss, Jean-Luc Marichal)....Pages 98-104 On Aggregation of Risk Levels Using T-Conorms (Māris Krastiņš)....Pages 105-112 Towards an Adaptive Defuzzification: Using Numerical Choquet Integral (Vicenç Torra, Joaquin Garcia-Alfaro)....Pages 113-125 Uninorms and Nullnorms and their Idempotent Versions on Bounded Posets (Martin Kalina)....Pages 126-137 Derivative for Discrete Choquet Integrals (Yasuo Narukawa, Vicenç Torra)....Pages 138-147 Front Matter ....Pages 149-149 A Non-Negative Matrix Factorization for Recommender Systems Based on Dynamic Bias (Wei Song, Xuesong Li)....Pages 151-163 Forecasting Water Levels of Catalan Reservoirs (Raúl Parada, Jordi Font, Jordi Casas-Roma)....Pages 164-176 A Predictive Model for MicroRNA Expressions in Pediatric Multiple Sclerosis Detection (Gabriella Casalino, Giovanna Castellano, Arianna Consiglio, Maria Liguori, Nicoletta Nuzziello, Davide Primiceri)....Pages 177-188 On Collaborative Filtering with Possibilistic Clustering for Spherical Data Based on Tsallis Entropy (Yuchi Kanzawa)....Pages 189-200 Programmed Inefficiencies in DSS-Supported Human Decision Making (Federico Cabitza, Andrea Campagner, Davide Ciucci, Andrea Seveso)....Pages 201-212 Multilayer Identification: Combining N-Grams, TF-IDF and Monge-Elkan in Massive Real Time Processing (Ignacio González, Alfonso Mateos)....Pages 213-223 An Evidential Clustering for Collaborative Filtering Based on Users’ Preferences (Raoua Abdelkhalek, Imen Boukhris, Zied Elouedi)....Pages 224-235 Analysing the Impact of Rationality on the Italian Electricity Market (Sara Bevilacqua, Célia da Costa Pereira, Eric Guerci, Frédéric Precioso, Claudio Sartori)....Pages 236-247 Analysis of Abstention in the Elections to the Catalan Parliament by Means of Decision Trees (Eva Armengol, Zaida Vicente)....Pages 248-258 Making Decisions with Knowledge Base Repairs (Rafael Peñaloza)....Pages 259-271 k-Medoids Clustering Based on Kernel Density Estimation and Jensen-Shannon Divergence (Yukihiro Hamasuna, Yuto Kingetsu, Shusuke Nakano)....Pages 272-282 Biases Affecting Human Decision Making in AI-Supported Second Opinion Settings (Federico Cabitza)....Pages 283-294 Applications of Different CNN Architectures for Palm Vein Identification (Szidónia Lefkovits, László Lefkovits, László Szilágyi)....Pages 295-306 An Infinite Replicated Softmax Model for Topic Modeling (Nikolas Alexander Huhnstock, Alexander Karlsson, Maria Riveiro, H. Joe Steinhauer)....Pages 307-318 Estimating Optimal Values for Intentional-Value-Substitution Learning (Takuya Fukushima, Taku Hasegawa, Tomoharu Nakashima)....Pages 319-329 Front Matter ....Pages 331-331 Efficient Near-Optimal Variable-Size Microaggregation (Jordi Soria-Comas, Josep Domingo-Ferrer, Rafael Mulero)....Pages 333-345 Mitigating the Curse of Dimensionality in Data Anonymization (Jordi Soria-Comas, Josep Domingo-Ferrer)....Pages 346-355 Back Matter ....Pages 357-357 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.