{"id":"https://openalex.org/W2611039151","doi":"https://doi.org/10.1109/percom.2017.7917848","title":"Deep learning Parkinson's from smartphone data","display_name":"Deep learning Parkinson's from smartphone data","publication_year":2017,"publication_date":"2017-03-01","ids":{"openalex":"https://openalex.org/W2611039151","doi":"https://doi.org/10.1109/percom.2017.7917848","mag":"2611039151"},"language":"en","primary_location":{"id":"doi:10.1109/percom.2017.7917848","is_oa":false,"landing_page_url":"https://doi.org/10.1109/percom.2017.7917848","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE International Conference on Pervasive Computing and Communications (PerCom)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://discovery.ucl.ac.uk/10060778/1/Parkinson.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5019857841","display_name":"Cosmin Stamate","orcid":"https://orcid.org/0000-0003-0386-7331"},"institutions":[{"id":"https://openalex.org/I98259816","display_name":"Birkbeck, University of London","ror":"https://ror.org/02mb95055","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I98259816"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"C. Stamate","raw_affiliation_strings":["Birkbeck College, University of London"],"affiliations":[{"raw_affiliation_string":"Birkbeck College, University of London","institution_ids":["https://openalex.org/I98259816"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050583872","display_name":"George D. Magoulas","orcid":"https://orcid.org/0000-0003-1884-0772"},"institutions":[{"id":"https://openalex.org/I124357947","display_name":"University of London","ror":"https://ror.org/04cw6st05","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947"]},{"id":"https://openalex.org/I4210160447","display_name":"Universidad de Londres","ror":"https://ror.org/054v4yq51","country_code":"MX","type":"education","lineage":["https://openalex.org/I4210160447"]}],"countries":["GB","MX"],"is_corresponding":false,"raw_author_name":"G.D. Magoulas","raw_affiliation_strings":["University of London, London, London, GB"],"affiliations":[{"raw_affiliation_string":"University of London, London, London, GB","institution_ids":["https://openalex.org/I124357947","https://openalex.org/I4210160447"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009904322","display_name":"Stefan Kueppers","orcid":null},"institutions":[{"id":"https://openalex.org/I98259816","display_name":"Birkbeck, University of London","ror":"https://ror.org/02mb95055","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I98259816"]},{"id":"https://openalex.org/I4210101542","display_name":"Benchmark Research (United States)","ror":"https://ror.org/0185yec04","country_code":"US","type":"company","lineage":["https://openalex.org/I4210101542"]}],"countries":["GB","US"],"is_corresponding":false,"raw_author_name":"S. Kueppers","raw_affiliation_strings":["Benchmark Performance Ltd","Birkbeck College, University of London"],"affiliations":[{"raw_affiliation_string":"Benchmark Performance Ltd","institution_ids":["https://openalex.org/I4210101542"]},{"raw_affiliation_string":"Birkbeck College, University of London","institution_ids":["https://openalex.org/I98259816"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035266234","display_name":"Effrosyni Nomikou","orcid":"https://orcid.org/0000-0002-7921-5834"},"institutions":[{"id":"https://openalex.org/I4210165314","display_name":"Focus (Germany)","ror":"https://ror.org/05tq5rp50","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210165314"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"E. Nomikou","raw_affiliation_strings":["Audience Focus Ltd"],"affiliations":[{"raw_affiliation_string":"Audience Focus Ltd","institution_ids":["https://openalex.org/I4210165314"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014633423","display_name":"Ioannis Daskalopoulos","orcid":"https://orcid.org/0000-0001-6242-6478"},"institutions":[{"id":"https://openalex.org/I98259816","display_name":"Birkbeck, University of London","ror":"https://ror.org/02mb95055","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I98259816"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"I. Daskalopoulos","raw_affiliation_strings":["Birkbeck College, University of London"],"affiliations":[{"raw_affiliation_string":"Birkbeck College, University of London","institution_ids":["https://openalex.org/I98259816"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072044373","display_name":"M. U. Luchini","orcid":null},"institutions":[{"id":"https://openalex.org/I4210101542","display_name":"Benchmark Research (United States)","ror":"https://ror.org/0185yec04","country_code":"US","type":"company","lineage":["https://openalex.org/I4210101542"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"M.U. Luchini","raw_affiliation_strings":["Benchmark Performance Ltd"],"affiliations":[{"raw_affiliation_string":"Benchmark Performance Ltd","institution_ids":["https://openalex.org/I4210101542"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010176404","display_name":"Theano Moussouri","orcid":"https://orcid.org/0000-0002-8878-0683"},"institutions":[{"id":"https://openalex.org/I4210165314","display_name":"Focus (Germany)","ror":"https://ror.org/05tq5rp50","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210165314"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"T. Moussouri","raw_affiliation_strings":["Audience Focus Ltd"],"affiliations":[{"raw_affiliation_string":"Audience Focus Ltd","institution_ids":["https://openalex.org/I4210165314"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008545219","display_name":"George Roussos","orcid":"https://orcid.org/0000-0002-7665-7303"},"institutions":[{"id":"https://openalex.org/I98259816","display_name":"Birkbeck, University of London","ror":"https://ror.org/02mb95055","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I98259816"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"G. Roussos","raw_affiliation_strings":["Birkbeck College, University of London"],"affiliations":[{"raw_affiliation_string":"Birkbeck College, University of London","institution_ids":["https://openalex.org/I98259816"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5019857841"],"corresponding_institution_ids":["https://openalex.org/I98259816"],"apc_list":null,"apc_paid":null,"fwci":4.3987,"has_fulltext":true,"cited_by_count":50,"citation_normalized_percentile":{"value":0.94781627,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"31","last_page":"40"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10085","display_name":"Parkinson's Disease Mechanisms and Treatments","score":0.9854000210762024,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10085","display_name":"Parkinson's Disease Mechanisms and Treatments","score":0.9854000210762024,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9829000234603882,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10919","display_name":"Neurological disorders and treatments","score":0.970300018787384,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6299382448196411},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3624240756034851},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34008121490478516},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.33362871408462524}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6299382448196411},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3624240756034851},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34008121490478516},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.33362871408462524}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/percom.2017.7917848","is_oa":false,"landing_page_url":"https://doi.org/10.1109/percom.2017.7917848","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE International Conference on Pervasive Computing and Communications (PerCom)","raw_type":"proceedings-article"},{"id":"pmh:oai:eprints.ucl.ac.uk.OAI2:10060778","is_oa":true,"landing_page_url":"https://discovery.ucl.ac.uk/id/eprint/10060778/","pdf_url":"https://discovery.ucl.ac.uk/10060778/1/Parkinson.pdf","source":{"id":"https://openalex.org/S4306400024","display_name":"UCL Discovery (University College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45129253","host_organization_name":"University College London","host_organization_lineage":["https://openalex.org/I45129253"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"     In:   (Proceedings) IEEE International Conference on Pervasive Computing and Communications (PerCom).   IEEE (2017)     ","raw_type":"Proceedings paper"},{"id":"pmh:oai:eprints.bbk.ac.uk.oai2:18979","is_oa":false,"landing_page_url":"https://eprints.bbk.ac.uk/id/eprint/18979/","pdf_url":null,"source":{"id":"https://openalex.org/S4306400466","display_name":"BIROn (Birkbeck, University of London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I98259816","host_organization_name":"Birkbeck, University of London","host_organization_lineage":["https://openalex.org/I98259816"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Book Section"}],"best_oa_location":{"id":"pmh:oai:eprints.ucl.ac.uk.OAI2:10060778","is_oa":true,"landing_page_url":"https://discovery.ucl.ac.uk/id/eprint/10060778/","pdf_url":"https://discovery.ucl.ac.uk/10060778/1/Parkinson.pdf","source":{"id":"https://openalex.org/S4306400024","display_name":"UCL Discovery (University College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45129253","host_organization_name":"University College London","host_organization_lineage":["https://openalex.org/I45129253"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"     In:   (Proceedings) IEEE International Conference on Pervasive Computing and Communications (PerCom).   IEEE (2017)     ","raw_type":"Proceedings paper"},"sustainable_development_goals":[{"score":0.4399999976158142,"display_name":"Partnerships for the goals","id":"https://metadata.un.org/sdg/17"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2611039151.pdf","grobid_xml":"https://content.openalex.org/works/W2611039151.grobid-xml"},"referenced_works_count":55,"referenced_works":["https://openalex.org/W28412257","https://openalex.org/W1481519903","https://openalex.org/W1492555660","https://openalex.org/W1522301498","https://openalex.org/W1550206324","https://openalex.org/W1552433757","https://openalex.org/W1573503290","https://openalex.org/W1635892993","https://openalex.org/W1665214252","https://openalex.org/W1678356000","https://openalex.org/W1968969471","https://openalex.org/W1969645531","https://openalex.org/W2008053129","https://openalex.org/W2022539640","https://openalex.org/W2037751113","https://openalex.org/W2041838348","https://openalex.org/W2050297026","https://openalex.org/W2056132907","https://openalex.org/W2064675550","https://openalex.org/W2076063813","https://openalex.org/W2076179274","https://openalex.org/W2095134828","https://openalex.org/W2097998348","https://openalex.org/W2101234009","https://openalex.org/W2105823187","https://openalex.org/W2116817369","https://openalex.org/W2118059413","https://openalex.org/W2133218851","https://openalex.org/W2139688589","https://openalex.org/W2139806192","https://openalex.org/W2140978740","https://openalex.org/W2142817672","https://openalex.org/W2145954079","https://openalex.org/W2147111512","https://openalex.org/W2147800946","https://openalex.org/W2148349251","https://openalex.org/W2165559165","https://openalex.org/W2169510202","https://openalex.org/W2191082636","https://openalex.org/W2197397205","https://openalex.org/W2325281855","https://openalex.org/W2558501513","https://openalex.org/W2911964244","https://openalex.org/W2934571074","https://openalex.org/W2964121744","https://openalex.org/W4212883601","https://openalex.org/W6631190155","https://openalex.org/W6632865047","https://openalex.org/W6637242042","https://openalex.org/W6642552962","https://openalex.org/W6656268673","https://openalex.org/W6674385629","https://openalex.org/W6675354045","https://openalex.org/W6687247336","https://openalex.org/W6730133458"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2382290278","https://openalex.org/W2478288626","https://openalex.org/W2350741829","https://openalex.org/W2530322880","https://openalex.org/W1596801655"],"abstract_inverted_index":{"The":[0,38],"cloudUPDRS":[1,98],"app":[2,39],"is":[3,49],"a":[4,81,160,178,192,223],"Class":[5],"I":[6],"medical":[7],"device,":[8],"namely":[9],"an":[10,153],"active":[11],"transient":[12],"non-invasive":[13],"instrument,":[14],"certified":[15],"by":[16,64,89,152,221,230],"the":[17,25,28,32,42,50,56,73,77,90,97,121,125,136,174,182,202,207,219,235,248,255],"Medicines":[18],"and":[19,66,108,139,245],"Healthcare":[20],"products":[21],"Regulatory":[22],"Agency":[23],"in":[24,55,72,127,169],"UK":[26],"for":[27],"clinical":[29,57,170],"assessment":[30],"of":[31,35,59,83,124,181,234],"motor":[33],"symptoms":[34],"Parkinson's":[36,44],"Disease.":[37],"follows":[40],"closely":[41,240,253],"Unified":[43],"Disease":[45],"Rating":[46],"Scale":[47],"which":[48,86],"most":[51,239],"commonly":[52],"used":[53,63,196],"protocol":[54,204,237],"study":[58],"PD;":[60],"can":[61],"be":[62],"patients":[65],"their":[67],"carers":[68],"at":[69,206],"home":[70],"or":[71],"community;":[74],"and,":[75],"requires":[76],"user":[78,133,183],"to":[79,114,130,135,142,156,165,188,197,200,213,227],"perform":[80],"sequence":[82],"iterated":[84],"movements":[85],"are":[87],"recorded":[88],"phone":[91],"sensors.":[92],"This":[93],"paper":[94],"discusses":[95],"how":[96,129],"system":[99],"addresses":[100],"two":[101],"key":[102],"challenges":[103],"towards":[104],"meeting":[105],"essential":[106],"consistency":[107],"efficiency":[109],"requirements,":[110],"namely:":[111],"(i)":[112],"How":[113,141],"ensure":[115],"high-quality":[116],"data":[117],"collection":[118],"especially":[119],"considering":[120],"unsupervised":[122],"nature":[123],"test,":[126],"particular,":[128],"achieve":[131],"firm":[132],"adherence":[134],"prescribed":[137],"movements;":[138],"(ii)":[140],"reduce":[143],"test":[144],"duration":[145],"from":[146],"approximately":[147],"25":[148],"minutes":[149],"typically":[150],"required":[151],"experienced":[154],"patient,":[155],"below":[157],"4":[158],"minutes,":[159],"threshold":[161],"identified":[162],"as":[163,187],"critical":[164],"obtain":[166],"significant":[167],"improvements":[168],"compliance.":[171],"To":[172],"address":[173,218],"former,":[175],"we":[176],"combine":[177],"bespoke":[179],"design":[180],"experience":[184],"tailored":[185],"so":[186],"constrain":[189],"context,":[190],"with":[191],"deep":[193],"learning":[194,225],"approach":[195,226],"identify":[198],"failures":[199],"follow":[201],"movement":[203],"while":[205],"same":[208],"time":[209],"limiting":[210],"false":[211],"positives":[212],"avoid":[214],"unnecessary":[215],"repetition.":[216],"We":[217],"latter":[220],"developing":[222],"machine":[224],"personalise":[228],"assessments":[229],"selecting":[231],"those":[232],"elements":[233],"UPDRS":[236],"that":[238],"match":[241],"individual":[242],"symptom":[243],"profiles":[244],"thus":[246],"offer":[247],"highest":[249],"inferential":[250],"power":[251],"hence":[252],"estimating":[254],"patent's":[256],"overall":[257],"UPRDS":[258],"score.":[259]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":12},{"year":2019,"cited_by_count":6},{"year":2018,"cited_by_count":5},{"year":2017,"cited_by_count":2}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}