{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,9,24]],"date-time":"2025-09-24T00:17:37Z","timestamp":1758673057662,"version":"3.44.0"},"reference-count":0,"publisher":"IOS Press","isbn-type":[{"value":"9781643686110","type":"electronic"}],"license":[{"start":{"date-parts":[[2025,9,22]],"date-time":"2025-09-22T00:00:00Z","timestamp":1758499200000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,9,22]]},"abstract":"<jats:p>Traditional research on recommender systems (RSs) has prioritized accuracy and user satisfaction, often overlooking broader societal impacts. This study examines feedback loops in RSs, where user interactions shape AI models, which in turn influence future preferences, potentially reducing content diversity. We develop a simulation framework modeling user behavior under RS influence, incorporating dynamic preference evolution. Leveraging a decade-long dataset from an Italian retail chain, we apply complex network theory to uncover structural patterns in user-item interactions, providing deeper insights into the long-term dynamics and emergent effects of recommendation-driven ecosystems.<\/jats:p>","DOI":"10.3233\/faia250679","type":"book-chapter","created":{"date-parts":[[2025,9,23]],"date-time":"2025-09-23T14:38:35Z","timestamp":1758638315000},"source":"Crossref","is-referenced-by-count":0,"title":["Impact of Human-AI Feedback Loop on Users\u2019 Collective Choices: A Simulation"],"prefix":"10.3233","author":[{"ORCID":"https:\/\/orcid.org\/0009-0004-2758-7785","authenticated-orcid":false,"given":"Gabriele","family":"Barlacchi","sequence":"first","affiliation":[{"name":"Classe di Scienze, Scuola Normale Superiore"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0001-0653-0278","authenticated-orcid":false,"given":"Margherita","family":"Lalli","sequence":"additional","affiliation":[{"name":"Classe di Scienze, Scuola Normale Superiore"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8646-8872","authenticated-orcid":false,"given":"Luca","family":"Pappalardo","sequence":"additional","affiliation":[{"name":"Istituto di Scienza e Tecnologie dell\u2019Informazione (ISTI), Consiglio Nazionale delle Ricerche (CNR)"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3099-3835","authenticated-orcid":false,"given":"Fosca","family":"Giannotti","sequence":"additional","affiliation":[{"name":"Classe di Scienze, Scuola Normale Superiore"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"7437","container-title":["Frontiers in Artificial Intelligence and Applications","HHAI 2025"],"original-title":[],"link":[{"URL":"https:\/\/ebooks.iospress.nl\/pdf\/doi\/10.3233\/FAIA250679","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,9,23]],"date-time":"2025-09-23T14:38:36Z","timestamp":1758638316000},"score":1,"resource":{"primary":{"URL":"https:\/\/ebooks.iospress.nl\/doi\/10.3233\/FAIA250679"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,9,22]]},"ISBN":["9781643686110"],"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/faia250679","relation":{},"ISSN":["0922-6389","1879-8314"],"issn-type":[{"value":"0922-6389","type":"print"},{"value":"1879-8314","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,9,22]]}}}