{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,15]],"date-time":"2025-11-15T07:58:18Z","timestamp":1763193498020,"version":"3.45.0"},"reference-count":27,"publisher":"IEEE","license":[{"start":{"date-parts":[[2025,10,14]],"date-time":"2025-10-14T00:00:00Z","timestamp":1760400000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,10,14]],"date-time":"2025-10-14T00:00:00Z","timestamp":1760400000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,10,14]]},"DOI":"10.1109\/bcca66705.2025.11229651","type":"proceedings-article","created":{"date-parts":[[2025,11,14]],"date-time":"2025-11-14T18:46:17Z","timestamp":1763145977000},"page":"729-736","source":"Crossref","is-referenced-by-count":0,"title":["A Comparative Study of Federated Learning Methods for Human Activities Recognition in Healthcare"],"prefix":"10.1109","author":[{"given":"Raghu Vamsi","family":"Vajjhula","sequence":"first","affiliation":[{"name":"Blekinge Institute of Technology (BTH),Department of Computer Science,Karlskrona,Sweden"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sadi","family":"Alawadi","sequence":"additional","affiliation":[{"name":"Blekinge Institute of Technology (BTH),Department of Computer Science,Karlskrona,Sweden"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Prashant","family":"Goswami","sequence":"additional","affiliation":[{"name":"Blekinge Institute of Technology (BTH),Department of Computer Science,Karlskrona,Sweden"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Satish Kumar","family":"Buravelli","sequence":"additional","affiliation":[{"name":"Blekinge Institute of Technology (BTH),Department of Computer Science,Karlskrona,Sweden"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-024-82045-y"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1038\/s41746-020-00362-8"},{"key":"ref3","article-title":"Human Activity Recognition using Smartphone","author":"Rasekh","year":"2014","journal-title":"arXiv preprint arXiv:1401.8212"},{"key":"ref4","doi-asserted-by":"crossref","first-page":"51","DOI":"10.20544\/HORIZONS.B.04.1.17.P05","article-title":"An overview of the supervised machine learning methods","volume":"4","author":"Nasteski","year":"2017","journal-title":"Horizons B"},{"key":"ref5","article-title":"FLAME: A federated learning benchmark for robotic manipulation","author":"Betran","year":"2025","journal-title":"arXiv preprint arXiv:2503.01729"},{"key":"ref6","first-page":"1","article-title":"Privacy-preserving federated learning in healthcare","volume-title":"Proc. 2023 Int. Conf. Electron., Inf. Commun. (ICEIC)","author":"Moon"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.3390\/s19081747"},{"key":"ref8","first-page":"48","article-title":"An ontological approach to integrate health resources from different categories of services","volume-title":"Proc. 3rd Int. Conf. Informatics Assistive Technol. Health-Care, Medical Support Wellbeing (HEALTHINFO)","author":"Peng"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2018.10.194"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2018.08.081"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/BDCloud.2018.00164"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-51664-1_12"},{"key":"ref13","article-title":"Federated optimization in heterogeneous networks","author":"Li","year":"2020","journal-title":"arXiv preprint arXiv:1812.06127"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1145\/3616390.3618283"},{"key":"ref15","article-title":"Local and central differential privacy for robustness and privacy in federated learning","author":"Naseri","year":"2022","journal-title":"arXiv preprint arXiv:2009.03561"},{"key":"ref16","article-title":"SoK: Descriptive statistics under local differential privacy","author":"Raab","year":"2024","journal-title":"published elsewhere. PETS 2025"},{"key":"ref17","doi-asserted-by":"crossref","first-page":"106775","DOI":"10.1016\/j.knosys.2021.106775","article-title":"A survey on federated learning","volume":"216","author":"Zhang","year":"2021","journal-title":"Knowledge-Based Systems"},{"key":"ref18","article-title":"On the convergence of FedAvg on non-IID data","author":"Li","year":"2020","journal-title":"arXiv preprint arXiv:1907.02189"},{"year":"2025","key":"ref19","article-title":"Human activity recognition from continuous ambient sensor data"},{"key":"ref20","first-page":"1273","article-title":"Communication-efficient learning of deep networks from decentralized data","volume-title":"Proc. 20th Int. Conf. Artif. Intell. Stat","author":"McMahan"},{"key":"ref21","article-title":"ByzantineTolerant Machine Learning","author":"Blanchard","year":"2017","journal-title":"arXiv preprint arXiv:1703.02757"},{"volume-title":"Craig Gentry\u2019s","author":"Gentry","key":"ref22"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/CCGrid54584.2022.00065"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-85082-1_21"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/FMEC57183.2022.10062661"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.3390\/app12063130"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1007\/s12126-008-9019-y"}],"event":{"name":"2025 7th International Conference on Blockchain Computing and Applications (BCCA)","start":{"date-parts":[[2025,10,14]]},"location":"Durbovnic, Croatia","end":{"date-parts":[[2025,10,17]]}},"container-title":["2025 7th International Conference on Blockchain Computing and Applications (BCCA)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11229428\/11227167\/11229651.pdf?arnumber=11229651","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,11,15]],"date-time":"2025-11-15T07:53:59Z","timestamp":1763193239000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11229651\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,10,14]]},"references-count":27,"URL":"https:\/\/doi.org\/10.1109\/bcca66705.2025.11229651","relation":{},"subject":[],"published":{"date-parts":[[2025,10,14]]}}}