{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,5,14]],"date-time":"2025-05-14T09:51:10Z","timestamp":1747216270312,"version":"3.40.5"},"reference-count":0,"publisher":"IOS Press","isbn-type":[{"type":"print","value":"9781643683942"},{"type":"electronic","value":"9781643683959"}],"license":[{"start":{"date-parts":[[2023,6,22]],"date-time":"2023-06-22T00:00:00Z","timestamp":1687392000000},"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":[[2023,6,22]]},"abstract":"<jats:p>We introduce WeHeart, a personalized recommendation device that aims to gradually increase physical activity levels in cardiac rehabilitation. The importance of physical activity in cardiac rehabilitation as a means of reducing associated morbidity and mortality rates is well-established. However, forming physical activity habits is a challenge, and the approach varies depending on individual preferences. Our solution employs a Random Forest classification model that combines both measured and self-reported data to provide personalized recommendations. We also propose to make use of Explainable AI to improve transparency and foster trust.<\/jats:p>","DOI":"10.3233\/faia230122","type":"book-chapter","created":{"date-parts":[[2023,6,23]],"date-time":"2023-06-23T20:32:08Z","timestamp":1687552328000},"source":"Crossref","is-referenced-by-count":0,"title":["WeHeart: A Personalized Recommendation Device for Physical Activity Encouragement in Cardiac Rehabilitation"],"prefix":"10.3233","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1731-3743","authenticated-orcid":false,"given":"Rosa","family":"Van Tuijn","sequence":"first","affiliation":[{"name":"Eindhoven University of Technology, Eindhoven 5612 AZ, the Netherlands"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8033-4024","authenticated-orcid":false,"given":"Tianqin","family":"Lu","sequence":"additional","affiliation":[{"name":"Eindhoven University of Technology, Eindhoven 5612 AZ, the Netherlands"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3099-2242","authenticated-orcid":false,"given":"Emma","family":"Driesse","sequence":"additional","affiliation":[{"name":"Eindhoven University of Technology, Eindhoven 5612 AZ, the Netherlands"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3534-616X","authenticated-orcid":false,"given":"Koen","family":"Franken","sequence":"additional","affiliation":[{"name":"Eindhoven University of Technology, Eindhoven 5612 AZ, the Netherlands"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8087-5661","authenticated-orcid":false,"given":"Pratik","family":"Gajane","sequence":"additional","affiliation":[{"name":"Eindhoven University of Technology, Eindhoven 5612 AZ, the Netherlands"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5688-4878","authenticated-orcid":false,"given":"Emilia","family":"Barakova","sequence":"additional","affiliation":[{"name":"Eindhoven University of Technology, Eindhoven 5612 AZ, the Netherlands"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"7437","container-title":["Frontiers in Artificial Intelligence and Applications","HHAI 2023: Augmenting Human Intellect"],"original-title":[],"link":[{"URL":"https:\/\/ebooks.iospress.nl\/pdf\/doi\/10.3233\/FAIA230122","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,6,24]],"date-time":"2023-06-24T04:06:42Z","timestamp":1687579602000},"score":1,"resource":{"primary":{"URL":"https:\/\/ebooks.iospress.nl\/doi\/10.3233\/FAIA230122"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,6,22]]},"ISBN":["9781643683942","9781643683959"],"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/faia230122","relation":{},"ISSN":["0922-6389","1879-8314"],"issn-type":[{"type":"print","value":"0922-6389"},{"type":"electronic","value":"1879-8314"}],"subject":[],"published":{"date-parts":[[2023,6,22]]}}}