{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,27]],"date-time":"2026-06-27T15:37:41Z","timestamp":1782574661443,"version":"3.54.5"},"reference-count":55,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"10","license":[{"start":{"date-parts":[[2022,10,1]],"date-time":"2022-10-01T00:00:00Z","timestamp":1664582400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2022,10,1]],"date-time":"2022-10-01T00:00:00Z","timestamp":1664582400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2022,10,1]],"date-time":"2022-10-01T00:00:00Z","timestamp":1664582400000},"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":["61962061"],"award-info":[{"award-number":["61962061"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100004608","name":"Natural Science Foundation of Jiangsu Province","doi-asserted-by":"publisher","award":["BK20191371"],"award-info":[{"award-number":["BK20191371"]}],"id":[{"id":"10.13039\/501100004608","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE J. Biomed. Health Inform."],"published-print":{"date-parts":[[2022,10]]},"DOI":"10.1109\/jbhi.2022.3193148","type":"journal-article","created":{"date-parts":[[2022,7,22]],"date-time":"2022-07-22T16:33:09Z","timestamp":1658507589000},"page":"5223-5234","source":"Crossref","is-referenced-by-count":58,"title":["Dual-Branch Interactive Networks on Multichannel Time Series for Human Activity Recognition"],"prefix":"10.1109","volume":"26","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-4675-9074","authenticated-orcid":false,"given":"Yin","family":"Tang","sequence":"first","affiliation":[{"name":"School of Electrical and Automation Engineering, Nanjing Normal University, Nanjing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8749-7459","authenticated-orcid":false,"given":"Lei","family":"Zhang","sequence":"additional","affiliation":[{"name":"School of Electrical and Automation Engineering, Nanjing Normal University, Nanjing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3696-9281","authenticated-orcid":false,"given":"Hao","family":"Wu","sequence":"additional","affiliation":[{"name":"School of Information Science and Engineering, Yunnan University, Kunming, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1671-2283","authenticated-orcid":false,"given":"Jun","family":"He","sequence":"additional","affiliation":[{"name":"School of Electronic and Information Engineering, Nanjing University of Information Science and Technology, Nanjing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1982-6780","authenticated-orcid":false,"given":"Aiguo","family":"Song","sequence":"additional","affiliation":[{"name":"School of Instrument Science and Engineering, Southeast University, Nanjing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2017.2722870"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2013.2270402"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1145\/2789168.2790093"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1145\/3447744"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/CDC.2015.7402218"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.3850\/9783981537079_0502"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.23919\/ACC.2019.8815074"},{"key":"ref8","first-page":"97","article-title":"Constructing compact causal mathematical models for complex dynamics","volume-title":"Proc. 8th Int. Conf. Cyber- Phys. Syst.","author":"Xue","year":"2017"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.23919\/ACC.2018.8430866"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.4324\/9781410605337-29"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.90"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1145\/3090076"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1145\/3267242.3267286"},{"key":"ref14","first-page":"5998","article-title":"Attention is all you need","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","author":"Vaswani","year":"2017"},{"key":"ref15","first-page":"1332","article-title":"Human activity recognition from wearable sensor data using self-attention","volume-title":"Proc. 24th Eur. Conf. Artif. Intell.","author":"Mahmud","year":"2020"},{"key":"ref16","article-title":"An image is worth 16  16 words: Transformers for image recognition at scale","volume-title":"Proc. Int. Conf. Learn. Representations (ICLR)","author":"Dosovitskiy","year":"2021"},{"key":"ref17","first-page":"10347","article-title":"Training data-efficient image transformers & distillation through attention","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Touvron","year":"2021"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1145\/1964897.1964918"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/INSS.2010.5573462"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/ISWC.2012.13"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.4108\/icst.mobicase.2014.257786"},{"key":"ref22","first-page":"3995","article-title":"Deep convolutional neural networks on multichannel time series for human activity recognition","volume-title":"Proc. 24th Int. Joint Conf. Artif. Intell. (IJCAI)","author":"Yang","year":"2015"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2016.04.032"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1145\/2733373.2806333"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/IJCNN.2016.7727224"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/tie.2022.3161812"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/tmc.2021.3109940"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2017.09.027"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.2991\/icaita-16.2016.13"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1145\/3123024.3129271"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.3390\/s16010115"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2019\/431"},{"key":"ref33","first-page":"25346","article-title":"Dual-stream network for visual recognition","volume":"34","author":"Mao","year":"2021","journal-title":"Adv. Neural Inf. Process. Syst."},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/SMC42975.2020.9283381"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1007\/s00521-021-06007-5"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3070646"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2019.00680"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/JSEN.2020.2978772"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1007\/s11036-019-01445-x"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/JSEN.2020.3015521"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/jiot.2022.3140465"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2982225"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1007\/s00607-021-00928-8"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.3390\/e23121635"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2019\/186"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2019.2949715"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2021.107728"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1145\/3267242.3267287"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2021.107671"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1109\/THMS.2021.3086008"},{"key":"ref51","article-title":"Bridging nonlinearities and stochastic regularizers with Gaussian error linear units","volume":"abs\/1606.08415","author":"Hendrycks","year":"2016","journal-title":"CoRR"},{"key":"ref52","first-page":"1533","article-title":"Deep, convolutional, and recurrent models for human activity recognition using wearables","volume-title":"Proc. 25th Int. Joint Conf. Artif. Intell.","author":"Hammerla","year":"2016"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.308"},{"key":"ref54","article-title":"Decoupled weight decay regularization","volume-title":"Proc. Int. Conf. Learn. Representation (ICLR)","author":"Loshchilov","year":"2019"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.3390\/app7101101"}],"container-title":["IEEE Journal of Biomedical and Health Informatics"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6221020\/9910251\/09837419.pdf?arnumber=9837419","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,2,1]],"date-time":"2024-02-01T10:41:33Z","timestamp":1706784093000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9837419\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,10]]},"references-count":55,"journal-issue":{"issue":"10"},"URL":"https:\/\/doi.org\/10.1109\/jbhi.2022.3193148","relation":{},"ISSN":["2168-2194","2168-2208"],"issn-type":[{"value":"2168-2194","type":"print"},{"value":"2168-2208","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,10]]}}}