This volume contains the discussion papers and a selection of the Doctoral Consortium papers presented at AI*IA 2019, the 18th International Conference of the Italian Association for Arti cial Intelligence held during November 19-22, 2019 in Rende. The conference is organized by the Italian Association for Arti cial Intelligence (AI*IA { Associazione Italiana per l'Intelligenza Arti ciale), which is a non-pro t scienti c society founded in 1988 devoted to the promotion of Arti cial Intelligence. The association aims to increase the public awareness of AI, encourage the teaching of it, and promote research in the eld. The presentation of discussion papers about recently published research is a novelty of this edition of the conference. The discussion track of the conference 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 presentation at the Doctoral Consortium. We acknowledge EasyChair (https://easychair.org/) for providing their conference management system that signi cantly simpli ed 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 e ort to produce timely and wise reviews.
Monitoring cardiovascular risk by video processing and fuzzy rules : : : : : : 125 Gianluca Zaza Organization Chairs Francesco Ricca Chiara Ghidini Program Chairs Mario Alviano Gianluigi Greco Francesco Scarcello
University of Calabria University of Calabria FBK Trento University of Calabria University of Calabria
University of Calabria Doctoral Consortium Chair Marco Maratea University of Genova Program Committee Francesco Amigoni Fabrizio Angiulli Davide Bacciu Farshad Badie Matteo Baldoni Stefania Bandini
Politecnico di Milano University of Calabria University of Pisa Aalborg University University of Tourin CSAI - Complex Systems & Arti cial 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 Universite C^ote 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 Tommaso Di Noia Carmine Dodaro Michele Donini Agostino Dovier Aldo Franco Dragoni Stefano Ferilli Johannes Fichte Alberto Finzi Giancarlo Fortino Salvatore Gaglio Marco Gavanelli Chiara Ghidini Massimiliano Giacomin Laura Giordano Giuseppe Jurman Evelina Lamma Domenico Lembo Antonio Lieto Marco Lippi Francesca Alessandra Lisi Fabrizio Maria Maggi Bernardo Magnini Marco Manna Marco Maratea Simone Marinai Andrea Marrella Viviana Mascardi Fulvio Mastrogiovanni Alessandro Mazzei Stefano Melacci Paola Mello Roberto Micalizio Alessio Micheli Alfredo Milani Stefania Montani Angelo Oddi Luca Oneto Matteo Palmonari Andrea Passerini Viviana Patti Ruggero G. Pensa Roberto Pirrone Piero Poccianti Simone Paolo Ponzetto
Polytechnic University of Bari Department of Mathematics and Computer Science, University of Calabria Amazon University of Udine Polytechnic University of Marche University of Bari TU Dresden University of Naples Federico II University of Calabria University of Palermo University of Ferrara Fondazione Bruno Kessler (FBK) University of Brescia Universita del Piemonte Orientale Fondazione Bruno Kessler University of Ferrara Sapienza University of Rome University of Turin University of Modena and Reggio Emilia Universita degli Studi di Bari "Aldo Moro" Institute of Computer Science - University of Tartu FBK-irst University of Calabria University of Genoa University of Florence Sapienza University of Rome University of Genoa University of Genoa University of Turin University of Siena University of Bologna University of Turin University of Pisa University of Perugia University of Piemonte Orientale ISTC-CNR, Italian National Research Council University of Genoa University of Milano-Bicocca University of Trento University of Turin University of Turin University of Palermo Consorzio Operativo Gruppo MPS University of Mannheim Daniele Porello Gian Luca Pozzato Luca Pulina Fabrizio Riguzzi Andrea Roli Riccardo Rosati Silvia Rossi Salvatore Ruggieri Emanuel Sallinger Fabio Sartori Marco Schaerf Giovanni Semeraro Luciano Sera ni Domenico Talia Stefano Teso Stefano Tonetta Mauro Vallati Eloisa Vargiu Marco Villani Giuseppe Vizzari Antonius Weinzierl
Free University of Bolzano-Bozen University of Turin University of Sassari University of Ferrara University of Bologna Sapienza University of Rome University of Naples Federico II University of Pisa University of Oxford University of Milan-Bicocca Sapienza University Rome University of Bari Fondazione Bruno Kessler University of Calabria Katholieke Universiteit Leuven FBK-irst University of Hudders eld Eurecat Technology Center - eHealth Unit University of Modena and Reggio Emilia University of Milano-Bicocca Vienna University of Technology