BDAI 2025
New frontiers in Big Data and Artificial Intelligence 2025

Table of Contents

• Preface
  Summary: There were 21 papers submitted for peer-review to this workshop. Out of these, 15 papers were accepted for this volume, 8 as regular papers and 7 as short papers.

Keynotes

• Regimes Identification and Data Compression: Problems and Applications
  Roy Cerqueti
• From Artificial Intelligence to Multiagent Systems: Application to Smart Cities and Oncology
  Stéphane Galland

Research Session 1: AI for Society and Institutions

• DeepHazard: A Tensorflow/Keras and PyTorch-Compatible Deep Learning Package for Survival Analysis (short paper) 1-8
  Gianmarco Sabbatini, Lorenzo Manganaro
• Some Recent Results from the Literature on Artificial Intelligence in Higher Education 9-20
  Gloria Tamboroni, Stefania Monica, Federico Bergenti
• Conflict Prediction in Public Administration: A Gender-Aware Evaluation Framework (short paper) 21-27
  Sylvie Cerise

Research Session 2: AI Risk and Decision-Making

• Data Poisoning and Artificial Intelligence Modeling: Theoretical Foundations and Defensive Strategies 28-40
  Massimiliano Ferrara
• Optimized Deep Neural Network for Attack Detection in Cyber-Physical Systems for Smart Healthcare using Modified Ant Lion Optimization 41-52
  Ali Ahmadian, Ashok Kumar Yadav, Massimiliano Ferrara
• An AI Implementation for Risk Analysis in Supply Chains 4.0: A Multicriteria Model for Sustainability and Resilience 53-62
  David Barilla, Bruno Ricca, Michael Morabito, Valeria Isgrò

Research Session 3: AI for Sustainable Territories

• Content Analysis of Public Branding Strategies: Uniqueness and Isomorphism in Facebook Posts of Italian Museums 63-72
  Paola Riva
• Big Data Insights into Mobility and Demographic Change in Alpine Municipalities: The Case of the Metropolitan City of Turin 73-90
  Daniela M. Yáñez, Viktoriia Tomnyuk, Giuseppe Varavallo, Andrea Membretti
• Topic and Sentiment Analysis for Understanding Territorial Identity: A Case Study of the Lower Aosta Valley (short paper) 91-97
  Consuelo Rubina Nava, Alessandro Riccardo Novallet, Stefano Tedeschi

Research Session 4: Statistical Challenges in AI

• “Double AI” for Sustainable Tourism: Artificial Intelligence and Alpine Innovation for a Sustainable Future (short paper) 98-103
  Stefania Cerutti
• The Perils of the MoB. The Challenges in the Use of Big Data in Causal Investigations (short paper) 104-109
  Roberto Leombruni, Sonia Della Monica
• Land Use Changes in the Alpine Area of Lombardy: A Challenge for AI (short paper) 110-115
  Luca Patelli, Paolo Maranzano, Daniele Toninelli

Research Session 5: Big Data and AI Applications in Mountain Regions

• AI-Driven CAD for Histological Analysis in Mountain Regions: Advancing Local Healthcare and Sustainable Development 116-130
  Matteo Calabrese, Chiara B. Salvemini, Michela Assale, Stefano Sartor, Roberta Patetta, Laura Caramanico, Andrea Cavalli, Stefano Gustincich, Jean Marc Christille
• Monitoring Cryospheric Environment at a Regional Scale: Big Data from Sensor Networks and Experimental AI Applications in the Framework of the Glarisk-cc FESR Project 131-142
  Fabrizio Troilo, Martina Lodigiani, Maddalena Nicora, Luca Mondardini, Paolo Perret, Jean Marc Christille, Matteo Calabrese, Chiara B. Salvemini, Stefano Sartor
• Analysis of Italian Waste Management Data via Non-Stationary Signal Analysis Methods (short paper) 143-149
  Roberto Cavassi, Antonio Cicone, Aamir Javed, Enza Pellegrino, Agnese Rapposelli