{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,22]],"date-time":"2026-03-22T07:31:50Z","timestamp":1774164710822,"version":"3.50.1"},"reference-count":53,"publisher":"IEEE","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2017,3]]},"DOI":"10.1109\/percom.2017.7917848","type":"proceedings-article","created":{"date-parts":[[2017,5,4]],"date-time":"2017-05-04T16:32:17Z","timestamp":1493915537000},"page":"31-40","source":"Crossref","is-referenced-by-count":32,"title":["Deep learning Parkinson's from smartphone data"],"prefix":"10.1109","author":[{"given":"C.","family":"Stamate","sequence":"first","affiliation":[]},{"given":"G.D.","family":"Magoulas","sequence":"additional","affiliation":[]},{"given":"S.","family":"Kueppers","sequence":"additional","affiliation":[]},{"given":"E.","family":"Nomikou","sequence":"additional","affiliation":[]},{"given":"I.","family":"Daskalopoulos","sequence":"additional","affiliation":[]},{"given":"M.U.","family":"Luchini","sequence":"additional","affiliation":[]},{"given":"T.","family":"Moussouri","sequence":"additional","affiliation":[]},{"given":"G.","family":"Roussos","sequence":"additional","affiliation":[]}],"member":"263","reference":[{"key":"ref39","article-title":"Non-literal transfer of information among inductive learners","author":"pratt","year":"0","journal-title":"Neural Networks Theory and Applications II 1992"},{"key":"ref38","first-page":"2825","article-title":"Scikit-learn: Machine learning in Python","volume":"12","author":"pedregosa","year":"2011","journal-title":"J of Machine Learning Research"},{"key":"ref33","first-page":"807","article-title":"Rectified linear units improve restricted Boltzmann machines","author":"nair","year":"2010","journal-title":"Proc of the International Conference on Machine Learning (ICML)"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-79119-2_7"},{"key":"ref31","first-page":"15","article-title":"The emerging agenda of stratified medicine in neurology","volume":"10","author":"matthews","year":"2014","journal-title":"Nature Reviews"},{"key":"ref30","author":"marz","year":"2013","journal-title":"Big Data Principles and Best Practices of Scalable Realtime Data Systems"},{"key":"ref37","year":"2009","journal-title":"Parkinson's prevalence in the United Kingdom"},{"key":"ref36","first-page":"41","article-title":"A comparison of event models for naive Bayes text classification","author":"mccallum","year":"1998","journal-title":"Proc AAAI\/ICML-98 Workshop Learning for Text Categorization"},{"key":"ref35","year":"2006","journal-title":"National Institute for Healthand Clinical Excellence Parkinson's disease diagnosis and management in primary and secondary care National cost-impact report NICE clinical guideline"},{"key":"ref34","author":"newman","year":"2015","journal-title":"Building Microservices &#x2014; Designing Fine-Grained Systems"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/BSN.2011.16"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/BIOWIRELESS.2011.5724356"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1038\/nmeth.3487"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1016\/j.parkreldis.2015.02.026"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1080\/00401706.1974.10489157"},{"key":"ref20","article-title":"Developing a tool for remote digitalassessment of Parkinson's disease","volume":"3","author":"kassavetis","year":"2015","journal-title":"Mov Disord Clin Pract"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/IEMBS.2011.6091296"},{"key":"ref21","article-title":"Adam: A method for stochastic optimization","author":"kingma","year":"2015"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1989.1.4.541"},{"key":"ref23","article-title":"From Wellness to Medical Diagnostic apps: The Parkinson's Disease Case","author":"kueppers","year":"2016","journal-title":"Proc Int Conf on Personal Pervasive and mobile Health"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1002\/mds.25628"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/IEMBS.2010.5627240"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1016\/S0893-6080(05)80023-1"},{"key":"ref51","year":"2013","journal-title":"Current Status of the World Health Survey"},{"key":"ref53","doi-asserted-by":"crossref","first-page":"349","DOI":"10.4310\/SII.2009.v2.n3.a8","article-title":"Multi-class AdaBoost","volume":"2","author":"zhu","year":"2009","journal-title":"Statistics and Interface"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1109\/5326.897072"},{"key":"ref10","year":"2011","journal-title":"European Brain Council Parkinson's disease Fact Sheet"},{"key":"ref11","first-page":"15","article-title":"Towards Longitudinal Data Analyticsin Parkinson's Disease","author":"fragopanagos","year":"2016","journal-title":"Proc 1st Int Conf on loT and Big Data Technologies for HealthCare"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1007\/s10072-015-2082-8"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1214\/aos\/1013203451"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1007\/s10994-006-6226-1"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1002\/mds.22340"},{"key":"ref15","doi-asserted-by":"crossref","DOI":"10.1609\/aaai.v29i1.9484","article-title":"PD Disease State Assessment in Naturalistic Environments Using Deep Learning","author":"hammerla","year":"2015","journal-title":"AAAI Conf on Artificial Intelligence"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1997.9.8.1735"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1136\/jnnp.2007.131045"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1093\/ageing\/26.5.353"},{"key":"ref19","article-title":"The cloudUPDRS smartphone app: home monitoring for Parkinson's Disease","author":"jha","year":"2016","journal-title":"The Future of Medicine Conference Royal Society of Medicine"},{"key":"ref4","first-page":"281","article-title":"Random Search for Hyper-parameter Optimization","volume":"13","author":"bergstra","year":"2012","journal-title":"J of Machine Learning Research"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1016\/j.pmcj.2009.06.002"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1007\/BF00058655"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1016\/0022-510X(90)90184-O"},{"key":"ref8","article-title":"PatientsLikeMe: empowerment and representation in a patient-centred social network","author":"brubaker","year":"2010","journal-title":"Workshop on CSCW Research in Healthcare Past Present and Future"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1023\/A:1010933404324"},{"key":"ref49","author":"wicks","year":"2015","journal-title":"The patient of the future"},{"key":"ref9","article-title":"Using a smart phone as a standalone platform for detection and monitoring of pathological tremors","author":"daneault","year":"2008","journal-title":"Front Hum Neurosci 6 357"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1155\/2012\/719167"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1002\/mds.870130404"},{"key":"ref48","author":"whittle","year":"2014","journal-title":"Gait Analysis An Introduction"},{"key":"ref47","author":"werbos","year":"1974","journal-title":"Beyond Regression New Tools for Prediction and Analysis in the Behavioral Sciences"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.2196\/mhealth.3321"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1097\/01.NT.0000464257.36087.62"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1016\/j.neunet.2014.09.003"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1111\/j.1468-1331.2009.02697.x"}],"event":{"name":"2017 IEEE International Conference on Pervasive Computing and Communications (PerCom)","location":"Kona, Big Island, HI, USA","start":{"date-parts":[[2017,3,13]]},"end":{"date-parts":[[2017,3,17]]}},"container-title":["2017 IEEE International Conference on Pervasive Computing and Communications (PerCom)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/7911029\/7917840\/07917848.pdf?arnumber=7917848","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,7,28]],"date-time":"2022-07-28T02:54:33Z","timestamp":1658976873000},"score":1,"resource":{"primary":{"URL":"http:\/\/ieeexplore.ieee.org\/document\/7917848\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,3]]},"references-count":53,"URL":"https:\/\/doi.org\/10.1109\/percom.2017.7917848","relation":{},"subject":[],"published":{"date-parts":[[2017,3]]}}}