| Vol-3340 urn:nbn:de:0074-3340-9 Copyright © 2022 for the individual papers by the papers' authors. Copyright © 2022 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0).

# ITADATA 2022
Italian Conference on Big Data and Data Science 2022

### Proceedings of the 1st Italian Conference on Big Data and Data Science (ITADATA 2022)

### Milan, Italy, September 20-21, 2022.

Edited by

### Marco Anisetti *
Angela Bonifati **
Nicola Bena *
Claudio A. Ardagna *
Donato Malerba ***

* Università degli Studi di Milano, Milan, Italy
** University of Lyon 1, Lyon, France
*** Università degli Studi di Bari Aldo Moro, Bari, Italy

## Table of Contents

- Preface
  1-2
  Summary: There were 31 papers submitted for peer-review to this conference. Out of these, 15 papers were accepted as full papers, 12 as presentations only, 3 of which selected for extensions and included in the proceedings.

### Session 1 - User-Centric Big Data

- Adversarial Attacks in Machine Learning Based Access Control 3-14
  Mohammad Nur Nobi, Ram Krishnan, Ravi Sandhu
- Safe Egress Scenario Detection: from Baseline to Active Events 15-26
  Matteo Bottin, Paolo Mocellin, Chiara Vianello, Giulio Rosati, Giuseppe Maschio
- In-browser Visualization of Large-scale Graphs 27-38
  Luca Consalvi, Walter Didimo, Giuseppe Liotta, Fabrizio Montecchiani

### Session 2 - Big Data and AI I

- Anomaly Detection for Physical Threat Intelligence 39-50
  Paolo Mignone, Donato Malerba, Michelangelo Ceci
- A User-Centered Approach to Create Realistic Datasets for AI. Case Study: Creditworthiness in the Banking Sector 51-62
  Francesca Zampino, Antonella Longo, Marco Zappatore
- A Semantic Rule Based Expert System for the Discovery and Composition of Cloud Services 63-74
  Beniamino Di Martino, Antonio Esposito, Michele Di Giovanni

### Session 3 - Big Data and AI II

- Data Analytics on Twitter for Evaluating Women Inclusion and Safety in Modern Society 75-86
  Loredana Caruccio, Stefano Cirillo, Vincenzo Deufemia, Giuseppe Polese, Roberto Stanzione
- Review Spam Detection using Multi-View Deep Learning Combining Content and Behavioral Features 87-98
  Giuseppina Andresini, Andrea Iovine, Roberto Gasbarro, Marco Lomolino, Marco de Gemmis, Annalisa Appice
- Benchmarking FedAvg and FedCurv for Image Classification Tasks 99-110
  Bruno Casella, Roberto Esposito, Carlo Cavazzoni, Marco Aldinucci

### Session 4 - Big Data Lakes and Databases

- Conceptual Constraints for Data Quality in Data Lakes 111-122
  Paolo Ciaccia, Davide Martnenghi, Riccardo Torlone
- A Manifesto for Applied Data Science - Reasoning from a Business Perspective 123-131
  Bahne Christiansen, Uwe Neuhaus, Michael Schulz, Adrian Hargreaves, Antinisca Di Marco, Guido Proietti, Fabrizio Rossi, Giovanni Stilo, Mark H. Haney, Andrew Duncan, Daniele Tessera, Tilman Todt, Andreas Brandenberg, Patricia Feubli
- Benchmarking AyraDB Next-Generation Database on Davinci-1 Super-Computer 132-143
  Carlo Cavazzoni, Chiara Francalanci, Paolo Giacomazzi, Nicolò Magini, Roberto Morelli, Paolo Ravanelli

### Session 5 - Novel Applications of Big Data

- DIORAMA: Digital twIn fOR sustAinable territorial MAnagement 144-155
  Andrea Bianchi, Giordano d'Alosio, Andrea D'Angelo, Antinisca Di Marco, Alessandro Di Matteo, Jessica Leone, Giulia Scoccia, Giovanni Stilo, Luca Traini
- Analysis of Video Lessons: a Case for Smart indexing and Topic Extraction 156-167
  Marco Arazzi, Marco Ferretti, Antonino Nocera
- Web3 Social Platforms: Modeling, Mining and Evolution 168-179
  Cheick T. Ba, Alessia Galdeman, Manuel Dileo, Christian Quadri, Matteo Zignani, Sabrina Gaito

### Session 6 - Extended Presentations

- Extracting Data from Text and Querying it via KGQA and BESt Queries 180-187
  Maurizio Atzori
- The Journal Pattern for Streaming Data 188-199
  Antonio Maratea, Angelo Ciaramella, Rita Perna
- Coverage-based Queries: Nondiscrimination Awareness in Data Transformation 200-211
  Chiara Accinelli, Barbara Catania, Giovanna Guerrini

### Best PhD Thesis Award

- A Sound and Repeatable Approach to Building Integrated Repositories of Genomic Data 212-213
  Anna Bernasconi

2022-12-23: submitted by Marco Anisetti, metadata incl. bibliographic data published under Creative Commons CC0
2023-02-07: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|