{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,17]],"date-time":"2026-05-17T03:53:32Z","timestamp":1778990012501,"version":"3.51.4"},"reference-count":50,"publisher":"IEEE","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2018,7]]},"DOI":"10.1109\/cec.2018.8477909","type":"proceedings-article","created":{"date-parts":[[2018,10,22]],"date-time":"2018-10-22T20:33:13Z","timestamp":1540240393000},"page":"1-8","source":"Crossref","is-referenced-by-count":32,"title":["Predicting Freezing of Gait in Parkinsons Disease Patients Using Machine Learning"],"prefix":"10.1109","author":[{"given":"Natasa K.","family":"Orphanidou","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Abir","family":"Hussain","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Robert","family":"Keight","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Paulo","family":"Lishoa","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jade","family":"Hind","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Haya","family":"Al-Askar","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1214\/11-STS370"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1016\/j.jneumeth.2007.08.023"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/EMBC.2013.6610487"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/TNSRE.2014.2381254"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-39712-7_11"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.3389\/fneur.2017.00394"},{"key":"ref37","volume":"36","author":"kursa","year":"0","journal-title":"Feature selection with the boruta package"},{"key":"ref36","doi-asserted-by":"crossref","first-page":"271","DOI":"10.3233\/FI-2010-288","article-title":"Boruta-A System for Feature Selection","volume":"101","author":"kursa","year":"2010","journal-title":"Fund Informaticae"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2014.2316504"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2015.2465134"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1016\/j.cmpb.2012.10.016"},{"key":"ref27","article-title":"Determining the optimal features in freezing of gait detection through a single waist accelerometer in home environments","author":"sam\u00e0","year":"0","journal-title":"Pattern Recognit Lett"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0171764"},{"key":"ref2","article-title":"Parkinson's disease","author":"ross","year":"2016","journal-title":"Magill's Med Guide Online Ed"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1016\/B978-0-12-802030-2.00003-0"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1016\/j.gaitpost.2016.08.018"},{"key":"ref22","doi-asserted-by":"crossref","DOI":"10.3390\/s16040475","article-title":"Towards Real-Time Detection of Freezing of Gait Using Wavelet Transform on Wireless Accelerometer Data","volume":"16","author":"rezvanian","year":"2016","journal-title":"SENSORS"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/TITB.2009.2036165"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.4108\/icst.pervasivehealth.2012.248680"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/JSEN.2017.2659780"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/ICCAIE.2011.6162209"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/ICMLA.2016.0100"},{"key":"ref50","first-page":"101","article-title":"In Defense of One-Vs-All Classification","volume":"5","author":"rifkin","year":"2004","journal-title":"J Mach Learn Res"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1111\/j.1532-5415.2000.tb06891.x"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1176\/appi.neuropsych.14.2.223"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1016\/S1352-2310(97)00447-0"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1016\/S0378-4371(02)01744-2"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1046\/j.1468-1331.2003.00611.x"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1016\/j.jns.2006.05.015"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1016\/j.jocn.2011.02.007"},{"key":"ref16","first-page":"4656","article-title":"The effect of visual cues on the number and duration of freezing episodes in Parkinson's patients","volume":"2012","author":"velik","year":"2012","journal-title":"Conf Proc Annu Int Conf IEEE Eng Med Biol Soc IEEE Eng Med Biol Soc Annu Conf"},{"key":"ref17","first-page":"88","article-title":"A Wearable System to Assist Walking of Parkinson's Disease Patients","volume":"49","author":"b\u00e4chlin","year":"2009","journal-title":"ResearchGATE"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1186\/1743-0003-10-19"},{"key":"ref19","doi-asserted-by":"crossref","first-page":"2719","DOI":"10.1109\/TBME.2017.2665438","article-title":"Freezing of Gait Detection in Parkinson's Disease: A Subject-Independent Detector Using Anomaly Scores","volume":"64","author":"pham","year":"2017","journal-title":"IEEE Trans Biomed Eng"},{"key":"ref4","author":"organization","year":"2006","journal-title":"Neurological Disorders Public Health Challenges"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1016\/j.jns.2014.01.002"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1016\/S1474-4422(11)70143-0"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1093\/aje\/kwg068"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1002\/mds.870120307"},{"key":"ref7","doi-asserted-by":"crossref","first-page":"644","DOI":"10.1016\/j.parkreldis.2015.03.028","article-title":"Prevalence and associated features of self-reported freezing of gait in Parkinson disease: The DEEP FOG study","volume":"21","author":"amboni","year":"2015","journal-title":"Parkinsonism Relat Disord"},{"key":"ref49","doi-asserted-by":"crossref","first-page":"13","DOI":"10.1007\/978-3-642-38652-7_2","article-title":"K-Nearest Neighbors","author":"kramer","year":"2013","journal-title":"Dimensionality Reduction with Unsupervised Nearest Neighbors"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1002\/mds.20115"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/5254.708428"},{"key":"ref45","year":"0","journal-title":"An Introduction to Statistical Learning-with Applications in R ? Gareth James?"},{"key":"ref48","year":"0","journal-title":"Supervised Machine Learning"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1109\/78.650102"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1016\/S0169-7161(04)24011-1"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1023\/A:1010933404324"},{"key":"ref44","first-page":"785","author":"chen","year":"2016","journal-title":"XGBoost A Scalable Tree Boosting System"},{"key":"ref43","article-title":"Comparison of Features","author":"rodr\u00edguez-mart\u00edn","year":"2016","journal-title":"Window Sizes and Classifiers in Detecting Freezing of Gait in Patients with Parkinson's Disease Through a Waist-Worn Accelerometer"}],"event":{"name":"2018 IEEE Congress on Evolutionary Computation (CEC)","location":"Rio de Janeiro","start":{"date-parts":[[2018,7,8]]},"end":{"date-parts":[[2018,7,13]]}},"container-title":["2018 IEEE Congress on Evolutionary Computation (CEC)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/8466244\/8477640\/08477909.pdf?arnumber=8477909","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,8,23]],"date-time":"2020-08-23T18:53:59Z","timestamp":1598208839000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/8477909\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,7]]},"references-count":50,"URL":"https:\/\/doi.org\/10.1109\/cec.2018.8477909","relation":{},"subject":[],"published":{"date-parts":[[2018,7]]}}}