{"id":"https://openalex.org/W4406259554","doi":"https://doi.org/10.1109/bibm62325.2024.10821840","title":"Adaptive Domain-Adversarial Multi-Instance Learning for Wearable-Sensor-Based Parkinson\u2019s Disease Severity Assessment","display_name":"Adaptive Domain-Adversarial Multi-Instance Learning for Wearable-Sensor-Based Parkinson\u2019s Disease Severity Assessment","publication_year":2024,"publication_date":"2024-12-03","ids":{"openalex":"https://openalex.org/W4406259554","doi":"https://doi.org/10.1109/bibm62325.2024.10821840"},"language":"en","primary_location":{"id":"doi:10.1109/bibm62325.2024.10821840","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm62325.2024.10821840","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-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/A5112578640","display_name":"Zheyuan Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I189210763","display_name":"Yunnan University","ror":"https://ror.org/0040axw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I189210763"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zheyuan Xu","raw_affiliation_strings":["Yunnan University,National Pilot School of Software,Kunming,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Yunnan University,National Pilot School of Software,Kunming,China","institution_ids":["https://openalex.org/I189210763"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101451965","display_name":"Xulong Wang","orcid":"https://orcid.org/0000-0002-7385-4926"},"institutions":[{"id":"https://openalex.org/I91136226","display_name":"University of Sheffield","ror":"https://ror.org/05krs5044","country_code":"GB","type":"education","lineage":["https://openalex.org/I91136226"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Xulong Wang","raw_affiliation_strings":["University of Sheffield,Department of Computer Science,Sheffield,United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Sheffield,Department of Computer Science,Sheffield,United Kingdom","institution_ids":["https://openalex.org/I91136226"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087223934","display_name":"Menghui Zhou","orcid":"https://orcid.org/0000-0001-8973-418X"},"institutions":[{"id":"https://openalex.org/I91136226","display_name":"University of Sheffield","ror":"https://ror.org/05krs5044","country_code":"GB","type":"education","lineage":["https://openalex.org/I91136226"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Menghui Zhou","raw_affiliation_strings":["University of Sheffield,Department of Computer Science,Sheffield,United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Sheffield,Department of Computer Science,Sheffield,United Kingdom","institution_ids":["https://openalex.org/I91136226"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007725093","display_name":"Jun Qi","orcid":"https://orcid.org/0000-0002-8761-8318"},"institutions":[{"id":"https://openalex.org/I69356397","display_name":"Xi\u2019an Jiaotong-Liverpool University","ror":"https://ror.org/03zmrmn05","country_code":"CN","type":"education","lineage":["https://openalex.org/I69356397"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Qi","raw_affiliation_strings":["Xi’an JiaoTong-Liverpool University,Department of Computing,Suzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xi’an JiaoTong-Liverpool University,Department of Computing,Suzhou,China","institution_ids":["https://openalex.org/I69356397"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107946787","display_name":"Yun Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I189210763","display_name":"Yunnan University","ror":"https://ror.org/0040axw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I189210763"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yun Yang","raw_affiliation_strings":["Yunnan University,National Pilot School of Software,Kunming,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Yunnan University,National Pilot School of Software,Kunming,China","institution_ids":["https://openalex.org/I189210763"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015656384","display_name":"Po Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I91136226","display_name":"University of Sheffield","ror":"https://ror.org/05krs5044","country_code":"GB","type":"education","lineage":["https://openalex.org/I91136226"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Po Yang","raw_affiliation_strings":["University of Sheffield,Department of Computer Science,Sheffield,United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Sheffield,Department of Computer Science,Sheffield,United Kingdom","institution_ids":["https://openalex.org/I91136226"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.2947,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.82129435,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"6028","last_page":"6035"},"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":0.9057999849319458,"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":0.9057999849319458,"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/wearable-computer","display_name":"Wearable computer","score":0.7002582550048828},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.6869195699691772},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6579484939575195},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5279257297515869},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47348272800445557},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.45197439193725586},{"id":"https://openalex.org/keywords/wireless-sensor-network","display_name":"Wireless sensor network","score":0.42000871896743774},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.13476642966270447},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.11305996775627136}],"concepts":[{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.7002582550048828},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.6869195699691772},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6579484939575195},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5279257297515869},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47348272800445557},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.45197439193725586},{"id":"https://openalex.org/C24590314","wikidata":"https://www.wikidata.org/wiki/Q336038","display_name":"Wireless sensor network","level":2,"score":0.42000871896743774},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.13476642966270447},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.11305996775627136},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibm62325.2024.10821840","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm62325.2024.10821840","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320324734","display_name":"Yunnan Provincial Department of Education","ror":"https://ror.org/02yrxdp92"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W2037265949","https://openalex.org/W2124823771","https://openalex.org/W2140978740","https://openalex.org/W2145954079","https://openalex.org/W2531897166","https://openalex.org/W2888680699","https://openalex.org/W2963214104","https://openalex.org/W3003860764","https://openalex.org/W3011074022","https://openalex.org/W3011113468","https://openalex.org/W3133542152","https://openalex.org/W3183457363","https://openalex.org/W3207999419","https://openalex.org/W4211044101","https://openalex.org/W4285029112","https://openalex.org/W4390611263","https://openalex.org/W4390971280","https://openalex.org/W4391693176","https://openalex.org/W4392911135","https://openalex.org/W4393186197","https://openalex.org/W4394627530","https://openalex.org/W4400724773","https://openalex.org/W4400910174","https://openalex.org/W4403676676","https://openalex.org/W6606194391","https://openalex.org/W6637618735","https://openalex.org/W6718971232","https://openalex.org/W6747701563","https://openalex.org/W6784333009","https://openalex.org/W6843174931","https://openalex.org/W6858340981","https://openalex.org/W6877436784"],"related_works":["https://openalex.org/W2502115930","https://openalex.org/W2482350142","https://openalex.org/W4246396837","https://openalex.org/W3126451824","https://openalex.org/W1561927205","https://openalex.org/W3191453585","https://openalex.org/W4297672492","https://openalex.org/W4310988119","https://openalex.org/W4285226279","https://openalex.org/W4288019534"],"abstract_inverted_index":{"Wearable":[0],"sensors":[1,21],"combined":[2],"with":[3,69],"machine":[4],"learning":[5,49,110,120],"provide":[6],"an":[7],"effective":[8],"solution":[9],"for":[10,26,97,159],"assessing":[11],"Parkinson\u2019s":[12],"Disease":[13],"(PD)":[14],"severity.":[15],"However,":[16],"time-series":[17,104],"data":[18],"from":[19],"wearable":[20],"often":[22],"lack":[23],"window-level":[24],"labels":[25],"PD":[27,139],"severity,":[28],"resulting":[29],"in":[30,101,137,162],"weak":[31],"supervision,":[32],"which":[33,62],"introduces":[34],"the":[35,48],"challenge":[36],"of":[37],"label":[38,99],"noise.":[39],"Additionally,":[40],"patient":[41],"variability":[42],"causes":[43],"distributional":[44],"discrepancies,":[45],"further":[46],"complicating":[47],"process.":[50],"To":[51],"address":[52],"these":[53],"issues,":[54],"we":[55],"propose":[56],"Adaptive":[57],"Domain-Adversarial":[58],"Multi-Instance":[59],"Learning":[60,67],"(ADAMIL),":[61],"combines":[63],"and":[64,80,134,164],"refines":[65,108],"Multiple-Instance":[66],"(MIL)":[68],"domain-adversarial":[70,109],"techniques.":[71],"We":[72],"improve":[73],"traditional":[74],"MIL":[75],"by":[76],"incorporating":[77],"self-attention":[78],"mechanisms":[79],"learnable":[81],"positional":[82],"encoding,":[83],"enabling":[84],"ADAMIL":[85,107,130],"to":[86,111],"capture":[87],"temporal":[88],"dependencies":[89],"more":[90],"effectively,":[91],"thus":[92],"making":[93],"it":[94],"better":[95],"suited":[96],"mitigating":[98],"noise":[100],"weakly":[102],"supervised":[103],"data.":[105],"Furthermore,":[106],"autonomously":[112],"align":[113],"latent":[114],"distributions,":[115],"ensuring":[116],"robust":[117],"domain-invariant":[118],"feature":[119],"without":[121],"relying":[122],"on":[123],"predefined":[124],"labels.":[125],"Experimental":[126],"results":[127],"show":[128],"that":[129],"achieves":[131],"85.29%":[132],"accuracy":[133],"80.57%":[135],"F1-score":[136],"fine-grained":[138],"severity":[140],"classification,":[141],"outperforming":[142],"existing":[143],"methods.":[144],"Notably,":[145],"this":[146],"performance":[147],"is":[148,169],"achieved":[149],"using":[150],"only":[151],"a":[152],"single":[153],"wrist-worn":[154],"sensor,":[155],"underscoring":[156],"its":[157],"potential":[158],"practical":[160],"use":[161],"clinical":[163],"home":[165],"settings.":[166],"The":[167],"code":[168],"available":[170],"at":[171],"https://github.com/xzxzy12345XZY/ADAMIL.":[172]},"counts_by_year":[{"year":2025,"cited_by_count":4}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}