{"id":"https://openalex.org/W4409156921","doi":"https://doi.org/10.1109/ieeeconf60004.2024.10942713","title":"Advancing Parkinson's Disease Management Through Multi-Shared-Task Self-Supervised Signal Processing","display_name":"Advancing Parkinson's Disease Management Through Multi-Shared-Task Self-Supervised Signal Processing","publication_year":2024,"publication_date":"2024-10-27","ids":{"openalex":"https://openalex.org/W4409156921","doi":"https://doi.org/10.1109/ieeeconf60004.2024.10942713"},"language":"en","primary_location":{"id":"doi:10.1109/ieeeconf60004.2024.10942713","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ieeeconf60004.2024.10942713","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 58th Asilomar Conference on Signals, Systems, and Computers","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/A5051802588","display_name":"Mustafa Shuqair","orcid":"https://orcid.org/0000-0002-9134-5447"},"institutions":[{"id":"https://openalex.org/I63772739","display_name":"Florida Atlantic University","ror":"https://ror.org/05p8w6387","country_code":"US","type":"education","lineage":["https://openalex.org/I63772739"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Mustafa Shuqair","raw_affiliation_strings":["Florida Atlantic University,Department of Electrical Engineering & Computer Science,Boca Raton,FL,USA"],"affiliations":[{"raw_affiliation_string":"Florida Atlantic University,Department of Electrical Engineering & Computer Science,Boca Raton,FL,USA","institution_ids":["https://openalex.org/I63772739"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015721522","display_name":"Joohi Jimenez\u2010Shahed","orcid":"https://orcid.org/0000-0002-9772-7569"},"institutions":[{"id":"https://openalex.org/I98704320","display_name":"Icahn School of Medicine at Mount Sinai","ror":"https://ror.org/04a9tmd77","country_code":"US","type":"education","lineage":["https://openalex.org/I1320796813","https://openalex.org/I98704320"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Joohi Jimenez-Shahed","raw_affiliation_strings":["Icahn, School of Medicine at Mount Sinai,New York,NY,USA"],"affiliations":[{"raw_affiliation_string":"Icahn, School of Medicine at Mount Sinai,New York,NY,USA","institution_ids":["https://openalex.org/I98704320"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032994571","display_name":"Behnaz Ghoraani","orcid":"https://orcid.org/0000-0003-0075-7663"},"institutions":[{"id":"https://openalex.org/I63772739","display_name":"Florida Atlantic University","ror":"https://ror.org/05p8w6387","country_code":"US","type":"education","lineage":["https://openalex.org/I63772739"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Behnaz Ghoraani","raw_affiliation_strings":["Florida Atlantic University,Department of Electrical Engineering & Computer Science,Boca Raton,FL,USA"],"affiliations":[{"raw_affiliation_string":"Florida Atlantic University,Department of Electrical Engineering & Computer Science,Boca Raton,FL,USA","institution_ids":["https://openalex.org/I63772739"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5051802588"],"corresponding_institution_ids":["https://openalex.org/I63772739"],"apc_list":null,"apc_paid":null,"fwci":0.7217,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.72375778,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"957","last_page":"961"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9218999743461609,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9218999743461609,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6131673455238342},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5942815542221069},{"id":"https://openalex.org/keywords/signal-processing","display_name":"Signal processing","score":0.5099502801895142},{"id":"https://openalex.org/keywords/parkinsons-disease","display_name":"Parkinson's disease","score":0.4329947829246521},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.35867834091186523},{"id":"https://openalex.org/keywords/process-management","display_name":"Process management","score":0.34561240673065186},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.34086155891418457},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2538106143474579},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.21613061428070068},{"id":"https://openalex.org/keywords/digital-signal-processing","display_name":"Digital signal processing","score":0.21312648057937622},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1531234085559845},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.11754393577575684},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.08989569544792175}],"concepts":[{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6131673455238342},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5942815542221069},{"id":"https://openalex.org/C104267543","wikidata":"https://www.wikidata.org/wiki/Q208163","display_name":"Signal processing","level":3,"score":0.5099502801895142},{"id":"https://openalex.org/C2779734285","wikidata":"https://www.wikidata.org/wiki/Q11085","display_name":"Parkinson's disease","level":3,"score":0.4329947829246521},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.35867834091186523},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.34561240673065186},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.34086155891418457},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2538106143474579},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.21613061428070068},{"id":"https://openalex.org/C84462506","wikidata":"https://www.wikidata.org/wiki/Q173142","display_name":"Digital signal processing","level":2,"score":0.21312648057937622},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1531234085559845},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.11754393577575684},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.08989569544792175},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ieeeconf60004.2024.10942713","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ieeeconf60004.2024.10942713","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 58th Asilomar Conference on Signals, Systems, and Computers","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4785091198","display_name":null,"funder_award_id":"1936586,1942669","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1508856497","https://openalex.org/W1947481528","https://openalex.org/W2064675550","https://openalex.org/W2610024937","https://openalex.org/W2758948784","https://openalex.org/W2767302168","https://openalex.org/W2791752902","https://openalex.org/W2935759912","https://openalex.org/W2962949934","https://openalex.org/W2975502227","https://openalex.org/W2997680151","https://openalex.org/W3017253582","https://openalex.org/W3035725276","https://openalex.org/W3042785614","https://openalex.org/W3093155618","https://openalex.org/W3099025572","https://openalex.org/W3120314401","https://openalex.org/W3158924437","https://openalex.org/W4206481149"],"related_works":["https://openalex.org/W2229271988","https://openalex.org/W4406487592","https://openalex.org/W438207291","https://openalex.org/W2274833306","https://openalex.org/W4401814285","https://openalex.org/W2552475978","https://openalex.org/W359363153","https://openalex.org/W4390260856","https://openalex.org/W2905444535","https://openalex.org/W2488885269"],"abstract_inverted_index":{"This":[0,24,125],"research":[1],"pioneers":[2],"advancing":[3],"biomedical":[4,146],"signal":[5,57,72,141],"processing":[6,142],"for":[7,53,63,74],"Parkinson's":[8],"Disease":[9],"(PD)":[10],"management":[11],"through":[12],"a":[13,128],"novel":[14],"Multi-shared-task":[15],"Self-supervised":[16],"Convolutional":[17],"Neural":[18],"Network-Long":[19],"Short-Term":[20],"Memory":[21],"(CNN-LSTM)":[22],"framework.":[23],"methodology":[25],"leverages":[26],"motion":[27,84],"signals":[28],"from":[29,86],"wearable":[30],"sen-sors,":[31],"utilizing":[32],"raw":[33],"data":[34,73,85],"and":[35,55,59,97,115,135],"their":[36],"spectrogram":[37],"representations":[38],"to":[39,102],"estimate":[40],"PD":[41,88,132],"tremor":[42,76,118,133],"scores":[43],"continuously.":[44],"By":[45],"integrating":[46],"unsuper-vised":[47],"pre-training":[48],"with":[49],"dual-channel":[50],"CNN,":[51],"optimized":[52],"1D":[54],"2D":[56],"processing,":[58],"subsequent":[60],"LSTM":[61],"units":[62],"temporal":[64],"analysis,":[65],"our":[66],"approach":[67],"captures":[68],"complex":[69],"patterns":[70],"in":[71,131,144],"accurate":[75],"assessment.":[77],"The":[78],"dataset":[79],"comprises":[80],"526":[81],"minutes":[82],"of":[83,139],"24":[87],"patients":[89],"performing":[90],"daily":[91],"activities,":[92],"processed":[93],"using":[94],"bandpass":[95],"filtering":[96],"segmented":[98],"into":[99],"5-second":[100],"windows":[101],"analyze":[103],"tremor-specific":[104],"spectral":[105],"features.":[106],"Our":[107],"proposed":[108],"model":[109],"demonstrates":[110],"r=0.93":[111],"correlation":[112],"between":[113],"estimated":[114],"clinically":[116],"assessed":[117],"scores,":[119],"significantly":[120],"outperforming":[121],"traditional":[122],"supervised":[123],"models.":[124],"framework":[126],"sets":[127],"new":[129],"standard":[130],"assessment":[134],"exemplifies":[136],"the":[137],"potential":[138],"advanced":[140],"techniques":[143],"enhancing":[145],"applications.":[147]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-02-27T16:54:17.756197","created_date":"2025-10-10T00:00:00"}