{"id":"https://openalex.org/W2899542986","doi":"https://doi.org/10.1109/tase.2018.2874233","title":"A Novel Positive Transfer Learning Approach for Telemonitoring of Parkinson\u2019s Disease","display_name":"A Novel Positive Transfer Learning Approach for Telemonitoring of Parkinson\u2019s Disease","publication_year":2018,"publication_date":"2018-11-05","ids":{"openalex":"https://openalex.org/W2899542986","doi":"https://doi.org/10.1109/tase.2018.2874233","mag":"2899542986"},"language":"en","primary_location":{"id":"doi:10.1109/tase.2018.2874233","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tase.2018.2874233","pdf_url":null,"source":{"id":"https://openalex.org/S34881539","display_name":"IEEE Transactions on Automation Science and Engineering","issn_l":"1545-5955","issn":["1545-5955","1558-3783"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Automation Science and Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5076379562","display_name":"Hyunsoo Yoon","orcid":"https://orcid.org/0000-0002-6371-7055"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hyunsoo Yoon","raw_affiliation_strings":["Industrial Engineering Program, School of Computing, Informatics, and Decision Systems Engineering, Arizona State University, Tempe, AZ, USA"],"raw_orcid":"https://orcid.org/0000-0002-6371-7055","affiliations":[{"raw_affiliation_string":"Industrial Engineering Program, School of Computing, Informatics, and Decision Systems Engineering, Arizona State University, Tempe, AZ, USA","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100336783","display_name":"Jing Li","orcid":"https://orcid.org/0000-0001-7028-3681"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jing Li","raw_affiliation_strings":["Industrial Engineering Program, School of Computing, Informatics, and Decision Systems Engineering, Arizona State University, Tempe, AZ, USA"],"raw_orcid":"https://orcid.org/0000-0001-7028-3681","affiliations":[{"raw_affiliation_string":"Industrial Engineering Program, School of Computing, Informatics, and Decision Systems Engineering, Arizona State University, Tempe, AZ, USA","institution_ids":["https://openalex.org/I55732556"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I55732556"],"apc_list":{"value":2645,"currency":"USD","value_usd":2645},"apc_paid":null,"fwci":3.8048,"has_fulltext":false,"cited_by_count":58,"citation_normalized_percentile":{"value":0.94537282,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"16","issue":"1","first_page":"180","last_page":"191"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10860","display_name":"Speech and Audio Processing","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10860","display_name":"Speech and Audio Processing","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10863","display_name":"Voice and Speech Disorders","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"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/T11309","display_name":"Music and Audio Processing","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.7546539306640625},{"id":"https://openalex.org/keywords/transfer","display_name":"Transfer (computing)","score":0.5941580533981323},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5318782925605774},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5006043910980225},{"id":"https://openalex.org/keywords/economic-shortage","display_name":"Economic shortage","score":0.4918992519378662},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47182828187942505},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4460500180721283},{"id":"https://openalex.org/keywords/remote-patient-monitoring","display_name":"Remote patient monitoring","score":0.43216919898986816},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.16527041792869568}],"concepts":[{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.7546539306640625},{"id":"https://openalex.org/C2776175482","wikidata":"https://www.wikidata.org/wiki/Q1195816","display_name":"Transfer (computing)","level":2,"score":0.5941580533981323},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5318782925605774},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5006043910980225},{"id":"https://openalex.org/C194051981","wikidata":"https://www.wikidata.org/wiki/Q1337691","display_name":"Economic shortage","level":3,"score":0.4918992519378662},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47182828187942505},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4460500180721283},{"id":"https://openalex.org/C175079658","wikidata":"https://www.wikidata.org/wiki/Q7312165","display_name":"Remote patient monitoring","level":2,"score":0.43216919898986816},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.16527041792869568},{"id":"https://openalex.org/C2778137410","wikidata":"https://www.wikidata.org/wiki/Q2732820","display_name":"Government (linguistics)","level":2,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tase.2018.2874233","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tase.2018.2874233","pdf_url":null,"source":{"id":"https://openalex.org/S34881539","display_name":"IEEE Transactions on Automation Science and Engineering","issn_l":"1545-5955","issn":["1545-5955","1558-3783"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Automation Science and Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3478008720","display_name":null,"funder_award_id":"1149602","funder_id":"https://openalex.org/F4320337391","funder_display_name":"Division of Civil, Mechanical and Manufacturing Innovation"}],"funders":[{"id":"https://openalex.org/F4320337391","display_name":"Division of Civil, Mechanical and Manufacturing Innovation","ror":"https://ror.org/028yd4c30"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W1480376833","https://openalex.org/W1561072761","https://openalex.org/W1593436389","https://openalex.org/W1594031697","https://openalex.org/W1655564227","https://openalex.org/W1678356000","https://openalex.org/W1701825639","https://openalex.org/W1746819321","https://openalex.org/W1919803322","https://openalex.org/W1942239643","https://openalex.org/W1987349122","https://openalex.org/W2001911005","https://openalex.org/W2043486661","https://openalex.org/W2063978378","https://openalex.org/W2065180801","https://openalex.org/W2081621443","https://openalex.org/W2115682190","https://openalex.org/W2117561707","https://openalex.org/W2122084318","https://openalex.org/W2122156965","https://openalex.org/W2137226992","https://openalex.org/W2149466042","https://openalex.org/W2153353890","https://openalex.org/W2154029067","https://openalex.org/W2154913025","https://openalex.org/W2160943791","https://openalex.org/W2165698076","https://openalex.org/W2168148556","https://openalex.org/W2170316972","https://openalex.org/W2735735104","https://openalex.org/W2796901959","https://openalex.org/W2964172739","https://openalex.org/W3100377813","https://openalex.org/W4211049957","https://openalex.org/W4285719527","https://openalex.org/W4297957988","https://openalex.org/W6677764299","https://openalex.org/W6678235492","https://openalex.org/W6680532697","https://openalex.org/W6681637710","https://openalex.org/W6683438843","https://openalex.org/W7034108470"],"related_works":["https://openalex.org/W4206357785","https://openalex.org/W4281381188","https://openalex.org/W3192840557","https://openalex.org/W2951211570","https://openalex.org/W4375928479","https://openalex.org/W3167935049","https://openalex.org/W3023427754","https://openalex.org/W3131673289","https://openalex.org/W4393011546","https://openalex.org/W3198847674"],"abstract_inverted_index":{"Telemonitoring":[0],"is":[1,65,120,150],"the":[2,12,19,83,102,114,124,156,179,191],"use":[3,20],"of":[4,21,30,53,85,116,158,193,209],"electronic":[5],"devices":[6],"to":[7,99,186,200,206],"remotely":[8],"monitor":[9],"patients.":[10],"Taking":[11],"Parkinson's":[13],"disease":[14],"(PD)":[15],"as":[16],"an":[17,174],"example,":[18],"at-home":[22],"testing":[23],"device":[24],"(AHTD)":[25],"enables":[26,47],"remote,":[27],"internet-based":[28],"measurement":[29,36,62],"PD":[31,40,54,69,211],"vocal":[32,216],"symptoms.":[33],"Translating":[34],"AHTD":[35,61,215],"into":[37],"a":[38,57,79,107,167],"unified":[39],"rating":[41],"scale":[42],"(UPDRS)":[43],"through":[44],"predictive":[45,58],"analytics":[46],"cost-effective,":[48],"convenient,":[49],"and":[50,63,152,181,227],"close":[51],"tracking":[52],"progression.":[55],"Building":[56],"model":[59,81,131],"between":[60],"UPDRS":[64,208],"not":[66,134,145],"straightforward":[67],"because":[68,127,144],"patients":[70,212],"are":[71,198],"highly":[72],"heterogeneous,":[73],"which":[74,188],"requires":[75],"patient-specific":[76,80,130],"models.":[77],"Learning":[78],"faces":[82],"challenge":[84,93],"limited":[86],"data.":[87,136],"Transfer":[88],"learning":[89,226],"(TL)":[90],"tackles":[91],"this":[92,163],"by":[94],"leveraging":[95],"other":[96,147],"patients'":[97,135],"information":[98,149],"make":[100],"up":[101],"data":[103],"shortage":[104],"when":[105],"modeling":[106],"target":[108],"patient.":[109],"Among":[110],"different":[111],"TL":[112,169],"methods,":[113],"category":[115],"parameter":[117,139],"transfer":[118,140,154,185],"methods":[119,141],"more":[121],"appropriate":[122],"for":[123,183],"telemonitoring":[125],"application":[126],"it":[128],"transfers":[129],"parameters":[132],"but":[133],"However,":[137],"existing":[138],"fall":[142],"short":[143],"every":[146],"patient's":[148],"helpful":[151],"blind":[153],"causes":[155],"problem":[157],"negative":[159,184,201],"transfer.":[160,202],"To":[161],"tackle":[162],"limitation,":[164],"we":[165],"propose":[166],"positive":[168],"(PTL)":[170],"method.":[171],"We":[172,203],"provide":[173],"in-depth":[175],"theoretical":[176],"study":[177],"on":[178],"risk":[180],"condition":[182],"happen,":[187],"further":[189],"drive":[190],"development":[192],"novel":[194],"PTL":[195,205,218],"algorithms":[196],"that":[197],"robust":[199],"apply":[204],"predict":[207],"42":[210],"using":[213],"their":[214],"measurement.":[217],"achieves":[219],"significantly":[220],"better":[221],"accuracy":[222],"compared":[223],"with":[224],"single":[225],"one-model-fits-all":[228],"approaches.":[229]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":8},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":11},{"year":2019,"cited_by_count":5}],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-10-10T00:00:00"}
