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Preface This volume contains the discussion papers and a selection of the Doctoral Con- sortium papers presented at AI*IA 2019, the 18th International Conference of the Italian Association for Artificial Intelligence held during November 19-22, 2019 in Rende. The conference is organized by the Italian Association for Ar- tificial Intelligence (AI*IA – Associazione Italiana per l’Intelligenza Artificiale), which is a non-profit scientific society founded in 1988 devoted to the promotion of Artificial Intelligence. The association aims to increase the public awareness of AI, encourage the teaching of it, and promote research in the field. The presentation of discussion papers about recently published research is a novelty of this edition of the conference. The discussion track of the con- ference received 16 submissions, and 13 of them were selected for the technical review process. Each selected submission was reviewed by at least three Program Committee members. The committee decided to accept 10 discussion papers for presentation at the conference and publication in this volume. Additionally, the volume comprises 5 papers selected from the 10 papers accepted for the presen- tation at the Doctoral Consortium. We acknowledge EasyChair (https://easychair.org/) for providing their con- ference management system that significantly simplified the whole process from receiving the submissions to producing the proceedings. Finally, we thank all the authors who contributed to the workshops, the Program Committee members and the additional reviewers for their effort to produce timely and wise reviews. November 7, 2019 Mario Alviano Rende Gianluigi Greco Marco Maratea Francesco Scarcello v Table of Contents Is Your Argument Still Skeptically Accepted? . . . . . . . . . . . . . . . . . . . . . . . . . 1 Gianvincenzo Alfano, Sergio Greco and Francesco Parisi Engineering Multiagent Organizations by Accountability and Responsibility . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 12 Matteo Baldoni, Cristina Baroglio, Olivier Boissier, Roberto Micalizio and Stefano Tedeschi Anomaly Detection using Autoencoders in High Performance Computing Systems . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 24 Andrea Borghesi, Andrea Bartolini, Michele Lombardi, Michela Milano and Luca Benini Exploiting ontologies for explaining data sources semantics (Discussion paper) . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 33 Gianluca Cima, Maurizio Lenzerini and Antonella Poggi How to Tame Your Anticipatory Algorithm . . . . . . . . . . . . . . . . . . . . . . . . . . 42 Allegra De Filippo, Michele Lombardi and Michela Milano ASP and ontologies for reasoning on Business Processes . . . . . . . . . . . . . . . . 51 Laura Giordano and Daniele Theseider Dupre’ Tangible Decision-making in Sensors Augmented Spaces . . . . . . . . . . . . . . . 59 David Massimo and Francesco Ricci Natural Language Justifications for Recommender Systems Exploiting Text Summarization and Sentiment Analysis . . . . . . . . . . . . . . . . . . . . . . . . . 69 Cataldo Musto, Gaetano Rossiello, Marco de Gemmis, Pasquale Lops and Giovanni Semeraro On the Tour Towards DPLL(MAPF) and Beyond . . . . . . . . . . . . . . . . . . . . . 80 Pavel Surynek Viewpoint: Human-In-The-Loop Artificial Intelligence . . . . . . . . . . . . . . . . . 90 Fabio Massimo Zanzotto Explicit Memorization for Recurrent Neural Networks with Autoencoders 101 Antonio Carta Adversarial Learning for Visual Tracking Research Idea . . . . . . . . . . . . . . . . 107 Emanuel Di Nardo Enhancing Neural Networks through Formal Verification . . . . . . . . . . . . . . . 113 Dario Guidotti vi Power Index-Based Semantics for Ranking Arguments in Abstract Argumentation Frameworks: an Overview . . . . . . . . . . . . . . . . . . . . . . . . . . . . 119 Carlo Taticchi Monitoring cardiovascular risk by video processing and fuzzy rules . . . . . . 125 Gianluca Zaza vii Organization Conference Chair Nicola Leone University of Calabria Organization Chairs Francesco Ricca University of Calabria Chiara Ghidini FBK Trento Program Chairs Mario Alviano University of Calabria Gianluigi Greco University of Calabria Francesco Scarcello University of Calabria Doctoral Consortium Chair Marco Maratea University of Genova Program Committee Francesco Amigoni Politecnico di Milano Fabrizio Angiulli University of Calabria Davide Bacciu University of Pisa Farshad Badie Aalborg University Matteo Baldoni University of Tourin Stefania Bandini CSAI - Complex Systems & Artificial Intelligence Research Center Roberto Basili University of Roma Tor Vergata Nicola Basilico University of Milan Federico Bergenti University of Parma Tarek Richard Besold Alpha Health AI Lab, Telefonica Innovation Alpha Stefano Bistarelli University of Perugia Loris Bozzato Fondazione Bruno Kessler Andrea Burattin Technical University of Denmark Elena Cabrio Université Côte d’Azur, CNRS, Inria, I3S, France Stefano Cagnoni University of Parma Marco Calautti University of Calabria Diego Calvanese Free University of Bozen-Bolzano Luigia Carlucci Aiello Sapienza University of Rome Amedeo Cesta CNR - National Research Council of Italy Federico Chesani University of Bologna Francesco Corcoglioniti Free Researcher Gabriella Cortellessa CNR-ISTC, National Research Council of Italy Stefania Costantini University of l’Aquila Dario Della Monica University of Udine Claudio Di Ciccio Vienna University of Economics and Business Chiara Di Francescomarino Fondazione Bruno Kessler-IRST viii Tommaso Di Noia Polytechnic University of Bari Carmine Dodaro Department of Mathematics and Computer Science, University of Calabria Michele Donini Amazon Agostino Dovier University of Udine Aldo Franco Dragoni Polytechnic University of Marche Stefano Ferilli University of Bari Johannes Fichte TU Dresden Alberto Finzi University of Naples Federico II Giancarlo Fortino University of Calabria Salvatore Gaglio University of Palermo Marco Gavanelli University of Ferrara Chiara Ghidini Fondazione Bruno Kessler (FBK) Massimiliano Giacomin University of Brescia Laura Giordano Università del Piemonte Orientale Giuseppe Jurman Fondazione Bruno Kessler Evelina Lamma University of Ferrara Domenico Lembo Sapienza University of Rome Antonio Lieto University of Turin Marco Lippi University of Modena and Reggio Emilia Francesca Alessandra Lisi Università degli Studi di Bari ”Aldo Moro” Fabrizio Maria Maggi Institute of Computer Science - University of Tartu Bernardo Magnini FBK-irst Marco Manna University of Calabria Marco Maratea University of Genoa Simone Marinai University of Florence Andrea Marrella Sapienza University of Rome Viviana Mascardi University of Genoa Fulvio Mastrogiovanni University of Genoa Alessandro Mazzei University of Turin Stefano Melacci University of Siena Paola Mello University of Bologna Roberto Micalizio University of Turin Alessio Micheli University of Pisa Alfredo Milani University of Perugia Stefania Montani University of Piemonte Orientale Angelo Oddi ISTC-CNR, Italian National Research Council Luca Oneto University of Genoa Matteo Palmonari University of Milano-Bicocca Andrea Passerini University of Trento Viviana Patti University of Turin Ruggero G. Pensa University of Turin Roberto Pirrone University of Palermo Piero Poccianti Consorzio Operativo Gruppo MPS Simone Paolo Ponzetto University of Mannheim ix Daniele Porello Free University of Bolzano-Bozen Gian Luca Pozzato University of Turin Luca Pulina University of Sassari Fabrizio Riguzzi University of Ferrara Andrea Roli University of Bologna Riccardo Rosati Sapienza University of Rome Silvia Rossi University of Naples Federico II Salvatore Ruggieri University of Pisa Emanuel Sallinger University of Oxford Fabio Sartori University of Milan-Bicocca Marco Schaerf Sapienza University Rome Giovanni Semeraro University of Bari Luciano Serafini Fondazione Bruno Kessler Domenico Talia University of Calabria Stefano Teso Katholieke Universiteit Leuven Stefano Tonetta FBK-irst Mauro Vallati University of Huddersfield Eloisa Vargiu Eurecat Technology Center - eHealth Unit Marco Villani University of Modena and Reggio Emilia Giuseppe Vizzari University of Milano-Bicocca Antonius Weinzierl Vienna University of Technology x Additional Reviewers A Agramunt, Sebastia Augello, Agnese B Bellodi, Elena Bertagnon, Alessandro Bianchi, Federico Biondi, Giulio C Cerrato, Mattia Crecchi, Francesco D Dal Palù, Alessandro De Benedictis, Riccardo De Paola, Alessandra E Ercolano, Giovanni F Fracasso, Francesca L La Rosa, Massimo Lieto, Antonio M Malek, Salim N Narducci, Fedelucio P Philipp, Tobias Polato, Mirko Polignano, Marco R Rizzi, Williams Romeo, Luca S Santini, Francesco Schidler, André T Taticchi, Carlo Tiezzi, Francesco V Vahdati, Sahar xi