|  | Vol-3623 urn:nbn:de:0074-3623-3 Copyright © 2023 for the individual papers by the papers' authors. Copyright © 2023 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).

# AIxAS 2023
Artificial Intelligence for an Ageing Society 2023

### Proceedings of the 4th Italian Workshop on Artificial Intelligence for an Ageing Society
co-located with 22nd International Conference of the Italian Association for Artificial Intelligence (AIxIA 2023)

### Rome, Italy, November 09, 2023.

Edited by

### Francesca Fracasso *
Francesca Gasparini **
Frida Milella **

* CNR - Consiglio Nazionale delle Ricerche -- Istituto di Scienze e Tecnologie della Cognizione, Via San Martino della Battaglia 44, 00185 Roma, Italy
** University of Milan-Bicocca - Department of Informatics, Systems and Communication, Viale Sarca 336, 20216 Milano, Italy

## Table of Contents

- Preface
  Summary: There were 11 papers submitted for peer-review to this workshop. Out of these, 10 papers were accepted for this volume, 8 as regular papers and 2 as short papers.

### Invited Talks

- The potential for AI to the monitoring and support for caregivers: an urgent tech-social challenge 1-4
  Marco Albertini, Eva Bei

### Regular papers

- Acceptability and clinical usefulness of a telemonitoring and telerehabilitation system in people with Parkinson’s Disease in different disease stages: preliminary findings from the RAPIDO study 5-17
  Antonia Antoniello, Antonio Sabatelli, Simone Valenti, Lucia Pepa, Luca Spalazzi, Elisa Andrenelli, Silvia Vada, Marianna Capecci, Michele Tinazzi, Gianmatteo Farabolini, Marialuisa Gandolfi, Giulia Bonardi, Maria Gabriella Ceravolo, Nicolò Baldini
- How artificial intelligence can support informal caregivers in their caring duties to elderly? A systematic review of the literature 18-39
  Frida Milella, Davide Donato Russo, Stefania Bandini
- Fatigue estimation through multimodal data retrieved from a commercial wearable device 40-52
  Andrea Caroppo, Anna Maria Carluccio, Gabriele Rescio, Andrea Manni, Alessandro Leone
- Enhancing upper limb mobility through gamified tasks and azure kinect: a preliminary study in post-stroke subjects 53-66
  Claudia Ferraris, Gianluca Amprimo, Luca Vismara, Alessandro Mauro, Giuseppe Pettiti
- Exploratory analysis of longitudinal data of patients with dementia through unsupervised techniques 67-87
  Patrizia Ribino, Claudia Di Napoli, Giovanni Paragliola, Luca Serino, Francesca Gasparini, Davide Chicco
- Privacy-preserving federated learning for in-home monitoring of elderly using wearable biometric sensors 88-97
  Mario Bochicchio, Sileshi Nibret Zeleke
- An artificial intelligence approach to predict mutidimensional poverty of older people from unlabelled data 98-112
  Lorenzo Olearo, Fabio D’Adda, Vincenzina Messina, Marco Cremaschi, Stefania Bandini, Francesca Gasparini
- A computational framework for speech emotion recognition in case of multisource data 113-126
  Alessandra Grossi, Giorgio Fratti, Francesca Gasparini

### Short papers

- A holistic system for fostering active aging: the D3A project 127-135
  Antonella Cascitelli, Patrizia Gabrieli, Rocco Oliveto, Daniela Scognamiglio, Jonathan Simeone
- Biomarkers for mixed dementia: a hard bone to bite? Preliminary analyses and promising results for a debated topic 136-143
  Andrea Campagner, Lorenzo Famiglini, Beatrice Arosio, Paolo Rossi, Giorgio Annoni, Federico Cabitza

2023-12-30: submitted by Frida Milella, metadata incl. bibliographic data published under Creative Commons CC0
2024-01-18: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|