{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,4]],"date-time":"2026-05-04T23:58:04Z","timestamp":1777939084773,"version":"3.51.4"},"reference-count":61,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"6","license":[{"start":{"date-parts":[[2026,6,1]],"date-time":"2026-06-01T00:00:00Z","timestamp":1780272000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2026,6,1]],"date-time":"2026-06-01T00:00:00Z","timestamp":1780272000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,6,1]],"date-time":"2026-06-01T00:00:00Z","timestamp":1780272000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62575116"],"award-info":[{"award-number":["62575116"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62172177"],"award-info":[{"award-number":["62172177"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100012226","name":"Fundamental Research Funds for the Central Universities","doi-asserted-by":"publisher","award":["YCJJ20252306"],"award-info":[{"award-number":["YCJJ20252306"]}],"id":[{"id":"10.13039\/501100012226","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Knowl. Data Eng."],"published-print":{"date-parts":[[2026,6]]},"DOI":"10.1109\/tkde.2026.3679680","type":"journal-article","created":{"date-parts":[[2026,4,1]],"date-time":"2026-04-01T20:14:13Z","timestamp":1775074453000},"page":"3486-3498","source":"Crossref","is-referenced-by-count":0,"title":["DHL-FLD: A Distributed Hybrid Learning Based on Fisher Linear Discriminant for Data Classification"],"prefix":"10.1109","volume":"38","author":[{"ORCID":"https:\/\/orcid.org\/0009-0009-0429-197X","authenticated-orcid":false,"given":"Jiawen","family":"Gong","sequence":"first","affiliation":[{"name":"School of Electronic Information and Communications, Huazhong University of Science and Technology, National Anti-Counterfeit Engineering Research Center, Wuhan, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6156-6946","authenticated-orcid":false,"given":"Beihao","family":"Xia","sequence":"additional","affiliation":[{"name":"School of Electronic Information and Communications, Huazhong University of Science and Technology, National Anti-Counterfeit Engineering Research Center, Wuhan, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4863-5681","authenticated-orcid":false,"given":"Qinmu","family":"Peng","sequence":"additional","affiliation":[{"name":"School of Electronic Information and Communications, Huazhong University of Science and Technology, National Anti-Counterfeit Engineering Research Center, Wuhan, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8649-1538","authenticated-orcid":false,"given":"Bin","family":"Zou","sequence":"additional","affiliation":[{"name":"Faculty of Mathematics and Statistics, Hubei Key Laboratory of Applied Mathematics, Hubei University, Wuhan, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0607-1777","authenticated-orcid":false,"given":"Xinge","family":"You","sequence":"additional","affiliation":[{"name":"School of Electronic Information and Communications, Huazhong University of Science and Technology, National Anti-Counterfeit Engineering Research Center, Wuhan, China"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2024.3424333"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2023.3346377"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2023.3241442"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2022.119418"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2024.3464488"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1007\/s12559-024-10286-0"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1016\/j.iswa.2022.200064"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2023.3329061"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/JAS.2022.105419"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1145\/3645102"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1145\/3597428"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1016\/j.patrec.2024.03.017"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/TIM.2024.3396853"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1016\/j.neunet.2024.106925"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/JSTARS.2024.3452494"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/TGRS.2024.3394462"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-79452-3"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.65109\/uqjk8744"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/TSP.2022.3168490"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-97-4533-3_35"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2023.01.135"},{"issue":"92","key":"ref22","first-page":"1","article-title":"Distributed learning with regularized least squares","volume":"18","author":"Lin","year":"2017","journal-title":"J. Mach. Learn. Res."},{"key":"ref23","volume-title":"Pattern Classification and Scene Analysis","volume":"3","author":"Duda","year":"1973"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/ICDM.2005.51"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2021.107799"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2012.191"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/TCYB.2020.2967072"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.2307\/1269656"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1214\/009053606000000830"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1080\/01621459.2012.716337"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1214\/009053606000000957"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1214\/009053605000000660"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1214\/09-AOS772"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1007\/s102080010030"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/TIT.2006.883632"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1198\/016214505000000907"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1214\/aos\/1079120130"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1007\/s00365-006-0659-y"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1088\/1361-6420\/aa72b2"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1016\/j.acha.2018.03.001"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9781316219232"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1007\/s10444-008-9099-y"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1016\/j.jco.2018.08.001"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1214\/aop\/1176988477"},{"key":"ref45","first-page":"19687","article-title":"Rate-distortion theoretic bounds on generalization error for distributed learning","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"35","author":"Sefidgaran","year":"2022"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/TCYB.2021.3131424"},{"key":"ref47","article-title":"UCI machine learning repository","author":"Asuncion","year":"2007"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2024.3511080"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2024.3355422"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.5705\/ss.202020.0374"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2022.3212390"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2024.128057"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1016\/j.engappai.2025.110009"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2022.3162498"},{"key":"ref55","first-page":"1273","article-title":"Communication-efficient learning of deep networks from decentralized data","volume-title":"Proc. Mach. Learn. Res.","author":"McMahan","year":"2017"},{"key":"ref56","first-page":"429","article-title":"Federated optimization in heterogeneous networks","volume-title":"Proc. Mach. Learn. Syst.","volume":"2","author":"Li","year":"2020"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.5555\/1248547.1248548"},{"key":"ref58","first-page":"1","article-title":"Nonlinear discriminant analysis using kernel functions","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"12","author":"Roth","year":"1999"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2022.109196"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.2307\/3001968"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1109\/TASE.2025.3526967"}],"container-title":["IEEE Transactions on Knowledge and Data Engineering"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/69\/11503382\/11460185.pdf?arnumber=11460185","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,5,2]],"date-time":"2026-05-02T05:03:10Z","timestamp":1777698190000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11460185\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,6]]},"references-count":61,"journal-issue":{"issue":"6"},"URL":"https:\/\/doi.org\/10.1109\/tkde.2026.3679680","relation":{},"ISSN":["1041-4347","1558-2191","2326-3865"],"issn-type":[{"value":"1041-4347","type":"print"},{"value":"1558-2191","type":"electronic"},{"value":"2326-3865","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,6]]}}}