{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,26]],"date-time":"2026-03-26T19:46:53Z","timestamp":1774554413480,"version":"3.50.1"},"reference-count":32,"publisher":"IEEE","license":[{"start":{"date-parts":[[2019,7,1]],"date-time":"2019-07-01T00:00:00Z","timestamp":1561939200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2019,7,1]],"date-time":"2019-07-01T00:00:00Z","timestamp":1561939200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2019,7,1]],"date-time":"2019-07-01T00:00:00Z","timestamp":1561939200000},"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":[[2019,7]]},"DOI":"10.1109\/embc.2019.8857288","type":"proceedings-article","created":{"date-parts":[[2019,10,8]],"date-time":"2019-10-08T00:51:21Z","timestamp":1570495881000},"page":"2486-2491","source":"Crossref","is-referenced-by-count":24,"title":["Building robust models for Human Activity Recognition from raw accelerometers data using Gated Recurrent Units and Long Short Term Memory Neural Networks"],"prefix":"10.1109","author":[{"given":"Jeremiah","family":"Okai","sequence":"first","affiliation":[]},{"given":"Stylianos","family":"Paraschiakos","sequence":"additional","affiliation":[]},{"given":"Marian","family":"Beekman","sequence":"additional","affiliation":[]},{"given":"Arno","family":"Knobbe","sequence":"additional","affiliation":[]},{"given":"Claudio Rebelo","family":"de Sa","sequence":"additional","affiliation":[]}],"member":"263","reference":[{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1080\/01431160802549278"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/TITB.2010.2051955"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1080\/00029890.2002.11919838"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1007\/s11390-011-9430-9"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2013.2287504"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1503\/cmaj.051351"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2011.51"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2012.01.164"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1145\/2049536.2049627"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/TBME.2010.2046738"},{"key":"ref17","article-title":"Activity recognition for tracking the elderly","author":"paraschiakos","year":"2019","journal-title":"Under Review"},{"key":"ref18","article-title":"Building robust prediction models for defective sensor data using artificial neural networks","author":"de s\u00e1","year":"2019","journal-title":"International Joint Conference SOCO’14-CISIS’14-ICEUTE'14"},{"key":"ref19","first-page":"2067","article-title":"Gated feedback recurrent neural networks","author":"chung","year":"2015","journal-title":"Proceedings of the 32nd International Conference on Machine Learning ICML 2015"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1038\/srep11525"},{"key":"ref4","first-page":"289","article-title":"Human activity recognition from accelerometer data using a wearable device","author":"casale","year":"2011","journal-title":"Pattern Recognition and Image Analysis - 5th Iberian Conference IbPRIA 2011"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.18632\/aging.100877"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/MPRV.2010.7"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.15607\/RSS.2011.VII.044"},{"key":"ref29","article-title":"Effects of a web-based intervention on physical activity and metabolism in older adults: Randomized controlled trial","author":"van sluijs","year":"2013","journal-title":"Journal of Medical Internet Research"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/MC.2003.1236475"},{"key":"ref8","first-page":"pp?30","article-title":"Investigation of feature extraction for unsupervised learning in human activity detection","volume":"2","author":"ong","year":"2013","journal-title":"Bulletin of Networking Computing Systems and Software"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1155\/2010\/801252"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.3390\/s100201154"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2013.08.009"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/ICCSCE.2014.7072750"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-01298-4_30"},{"key":"ref22","article-title":"Overcoming the vanishing gradient problem in plain recurrent networks","volume":"abs 1801 6105","author":"hu","year":"2018","journal-title":"CoRR"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.2018.8462334"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1198\/10618600152418584"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1997.9.8.1735"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/ICDAR.2003.1227801"},{"key":"ref25","first-page":"1106","article-title":"Imagenet classification with deep convolutional neural networks","author":"krizhevsky","year":"2012","journal-title":"Advances in Neural Information Processing Systems 25 26th Annual Conference on Neural Information Processing Systems 2012 Proceedings of a meeting held"}],"event":{"name":"2019 41st Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","location":"Berlin, Germany","start":{"date-parts":[[2019,7,23]]},"end":{"date-parts":[[2019,7,27]]}},"container-title":["2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/8844528\/8856280\/08857288.pdf?arnumber=8857288","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,7,15]],"date-time":"2022-07-15T03:14:23Z","timestamp":1657854863000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/8857288\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,7]]},"references-count":32,"URL":"https:\/\/doi.org\/10.1109\/embc.2019.8857288","relation":{},"subject":[],"published":{"date-parts":[[2019,7]]}}}