{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,1,18]],"date-time":"2025-01-18T05:06:56Z","timestamp":1737176816294,"version":"3.33.0"},"reference-count":26,"publisher":"IEEE","license":[{"start":{"date-parts":[[2024,12,15]],"date-time":"2024-12-15T00:00:00Z","timestamp":1734220800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2024,12,15]],"date-time":"2024-12-15T00:00:00Z","timestamp":1734220800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/100013101","name":"National Research Council","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100013101","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2024,12,15]]},"DOI":"10.1109\/bigdata62323.2024.10826044","type":"proceedings-article","created":{"date-parts":[[2025,1,16]],"date-time":"2025-01-16T18:31:23Z","timestamp":1737052283000},"page":"7612-7621","source":"Crossref","is-referenced-by-count":0,"title":["MedTimeSplit: Continual dataset partitioning to mimic real-world settings for federated learning on Non-IID medical image data"],"prefix":"10.1109","author":[{"given":"Erikson J.","family":"de Aguiar","sequence":"first","affiliation":[{"name":"University of S&#x00E3;o Paulo (USP),Institute of Mathematics and Computer Science (ICMC),S&#x00E3;o Carlos,SP,Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Agma J. M.","family":"Traina","sequence":"additional","affiliation":[{"name":"University of S&#x00E3;o Paulo (USP),Institute of Mathematics and Computer Science (ICMC),S&#x00E3;o Carlos,SP,Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sumi","family":"Helal","sequence":"additional","affiliation":[{"name":"University of Florida (UF),Gainesville,FL,USA"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPRW59228.2023.00534"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1038\/s42256-022-00568-3"},{"key":"ref3","first-page":"1273","article-title":"Communication-efficient learning of deep networks from decentralized data","author":"McMahan","year":"2017","journal-title":"Artificial intelligence and statistics"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2021.10.021"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.01144"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2021.07.098"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-96896-0_1"},{"key":"ref8","first-page":"429","article-title":"Federated optimization in heterogeneous networks","volume-title":"Proceedings of Machine Learning and Systems","volume":"2","author":"Li"},{"key":"ref9","first-page":"7611","article-title":"Tackling the objective inconsistency problem in heterogeneous federated optimization","volume-title":"Advances in Neural Information Processing Systems","volume":"33","author":"Wang","year":"2020"},{"key":"ref10","first-page":"5132","article-title":"SCAFFOLD: Stochastic controlled averaging for federated learning","volume-title":"Proceedings of the 37th International Conference on Machine Learning","volume":"119","author":"Karimireddy"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-022-33407-5"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/MIS.2020.2988604"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/ICDE53745.2022.00077"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/ICTC52510.2021.9620852"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-020-69250-1"},{"key":"ref16","first-page":"3987","article-title":"Continual learning through synaptic intelligence","volume-title":"Proceedings of the 34th International Conference on Machine Learning","author":"Zenke"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.1611835114"},{"article-title":"Badnets: Identifying vulnerabilities in the machine learning model supply chain","year":"2019","author":"Gu","key":"ref18"},{"key":"ref19","first-page":"2938","article-title":"How to backdoor federated learning","volume-title":"Proceedings of the Twenty Third International Conference on Artificial Intelligence and Statistics","volume":"108","author":"Bagdasaryan"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1038\/sdata.2018.161"},{"key":"ref21","article-title":"Skin lesion analysis toward melanoma detection 2018: A challenge hosted by the international skin imaging collaboration (ISIC)","volume":"abs\/1902.03368","author":"Codella","year":"2019","journal-title":"CoRR"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2022.3182979"},{"article-title":"Towards robust evaluations of continual learning","year":"2018","author":"Farquhar","key":"ref23"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/ICCVW60793.2023.00378"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1007\/s00521-022-06922-1"},{"issue":"363","key":"ref26","first-page":"1","article-title":"Avalanche: A pytorch library for deep continual learning","volume":"24","author":"Carta","year":"2023","journal-title":"Journal of Machine Learning Research"}],"event":{"name":"2024 IEEE International Conference on Big Data (BigData)","start":{"date-parts":[[2024,12,15]]},"location":"Washington, DC, USA","end":{"date-parts":[[2024,12,18]]}},"container-title":["2024 IEEE International Conference on Big Data (BigData)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/10824975\/10824942\/10826044.pdf?arnumber=10826044","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,1,17]],"date-time":"2025-01-17T07:44:21Z","timestamp":1737099861000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10826044\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,12,15]]},"references-count":26,"URL":"https:\/\/doi.org\/10.1109\/bigdata62323.2024.10826044","relation":{},"subject":[],"published":{"date-parts":[[2024,12,15]]}}}