{"id":"https://openalex.org/W4387370600","doi":"https://doi.org/10.3390/s23198246","title":"Working Memory Ability Evaluation Based on Fuzzy Support Vector Regression","display_name":"Working Memory Ability Evaluation Based on Fuzzy Support Vector Regression","publication_year":2023,"publication_date":"2023-10-04","ids":{"openalex":"https://openalex.org/W4387370600","doi":"https://doi.org/10.3390/s23198246","pmid":"https://pubmed.ncbi.nlm.nih.gov/37837076"},"language":"en","primary_location":{"id":"doi:10.3390/s23198246","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23198246","pdf_url":"https://www.mdpi.com/1424-8220/23/19/8246/pdf?version=1696436618","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/23/19/8246/pdf?version=1696436618","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5019031605","display_name":"Jia-Hsun Lo","orcid":"https://orcid.org/0009-0007-4902-7166"},"institutions":[{"id":"https://openalex.org/I16733864","display_name":"National Taiwan University","ror":"https://ror.org/05bqach95","country_code":"TW","type":"education","lineage":["https://openalex.org/I16733864"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Jia-Hsun Lo","raw_affiliation_strings":["Department of Mechanical Engineering, National Taiwan University, Taipei 10617, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, National Taiwan University, Taipei 10617, Taiwan","institution_ids":["https://openalex.org/I16733864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055365456","display_name":"Han\u2010Pang Huang","orcid":"https://orcid.org/0000-0003-4910-8031"},"institutions":[{"id":"https://openalex.org/I16733864","display_name":"National Taiwan University","ror":"https://ror.org/05bqach95","country_code":"TW","type":"education","lineage":["https://openalex.org/I16733864"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Han-Pang Huang","raw_affiliation_strings":["Department of Mechanical Engineering, National Taiwan University, Taipei 10617, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, National Taiwan University, Taipei 10617, Taiwan","institution_ids":["https://openalex.org/I16733864"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068545256","display_name":"Su\u2010Ching Sung","orcid":"https://orcid.org/0000-0003-4136-599X"},"institutions":[{"id":"https://openalex.org/I141243467","display_name":"Chang Gung University of Science and Technology","ror":"https://ror.org/009knm296","country_code":"TW","type":"education","lineage":["https://openalex.org/I141243467"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Su-Ching Sung","raw_affiliation_strings":["Department of Gerontology and Health Care Management, Chang Gung University of Science and Technology, Taoyuan City 33303, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Gerontology and Health Care Management, Chang Gung University of Science and Technology, Taoyuan City 33303, Taiwan","institution_ids":["https://openalex.org/I141243467"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5055365456"],"corresponding_institution_ids":["https://openalex.org/I16733864"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":0.8359,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.71987602,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"23","issue":"19","first_page":"8246","last_page":"8246"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9995999932289124,"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":0.9995999932289124,"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"}},{"id":"https://openalex.org/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.9801999926567078,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"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/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9753999710083008,"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/working-memory","display_name":"Working memory","score":0.8240907192230225},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.6093716025352478},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6004288196563721},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5360389947891235},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49375924468040466},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.44862180948257446},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.42580947279930115},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3993929326534271},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.32274192571640015},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.30996206402778625}],"concepts":[{"id":"https://openalex.org/C21963081","wikidata":"https://www.wikidata.org/wiki/Q11337567","display_name":"Working memory","level":3,"score":0.8240907192230225},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.6093716025352478},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6004288196563721},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5360389947891235},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49375924468040466},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.44862180948257446},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.42580947279930115},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3993929326534271},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32274192571640015},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.30996206402778625},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D003071","descriptor_name":"Cognition","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003071","descriptor_name":"Cognition","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003071","descriptor_name":"Cognition","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003072","descriptor_name":"Cognition Disorders","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003072","descriptor_name":"Cognition Disorders","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003072","descriptor_name":"Cognition Disorders","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008570","descriptor_name":"Memory, Short-Term","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008570","descriptor_name":"Memory, Short-Term","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008570","descriptor_name":"Memory, Short-Term","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060825","descriptor_name":"Cognitive Dysfunction","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D060825","descriptor_name":"Cognitive Dysfunction","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D060825","descriptor_name":"Cognitive Dysfunction","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.3390/s23198246","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23198246","pdf_url":"https://www.mdpi.com/1424-8220/23/19/8246/pdf?version=1696436618","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:37837076","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37837076","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10574859","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10574859","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10574859/pdf/sensors-23-08246.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:e07d3feb4e66417d856bd1a00e47879e","is_oa":true,"landing_page_url":"https://doaj.org/article/e07d3feb4e66417d856bd1a00e47879e","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 23, Iss 19, p 8246 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/s23198246","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23198246","pdf_url":"https://www.mdpi.com/1424-8220/23/19/8246/pdf?version=1696436618","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320331164","display_name":"National Science and Technology Council","ror":"https://ror.org/00wnb9798"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4387370600.pdf"},"referenced_works_count":19,"referenced_works":["https://openalex.org/W1988499311","https://openalex.org/W2014773997","https://openalex.org/W2025751302","https://openalex.org/W2111902267","https://openalex.org/W2116698967","https://openalex.org/W2173066595","https://openalex.org/W2270330859","https://openalex.org/W2283426174","https://openalex.org/W2801360775","https://openalex.org/W2950162539","https://openalex.org/W2995556035","https://openalex.org/W3047117830","https://openalex.org/W3093966064","https://openalex.org/W4205717682","https://openalex.org/W4280538880","https://openalex.org/W4304193503","https://openalex.org/W4317795306","https://openalex.org/W4386492944","https://openalex.org/W4403428761"],"related_works":["https://openalex.org/W2922348724","https://openalex.org/W200322357","https://openalex.org/W2130428257","https://openalex.org/W4308951944","https://openalex.org/W1980342602","https://openalex.org/W2090763504","https://openalex.org/W4312960290","https://openalex.org/W2057366091","https://openalex.org/W2049513647","https://openalex.org/W2988848585"],"abstract_inverted_index":{"One's":[0],"working":[1,28,53,60,85,129,143],"memory":[2,29,54,61,86,130,144],"process":[3,145],"is":[4],"a":[5,59],"fundamental":[6],"cognitive":[7,19,155],"activity":[8],"which":[9,75,111],"often":[10],"serves":[11],"as":[12],"an":[13,77,152],"indicator":[14],"of":[15,33,46,88,117,141,154],"brain":[16],"disease":[17],"and":[18,72,104,158],"impairment.":[20],"In":[21],"this":[22],"research,":[23],"the":[24,43,64,113,128,133,139,142,147],"approach":[25],"to":[26,81,150],"evaluate":[27],"ability":[30,87],"by":[31],"means":[32],"electroencephalography":[34],"(EEG)":[35],"analysis":[36,157],"was":[37],"proposed.":[38],"The":[39,84,123,136],"result":[40],"shows":[41,76],"that":[42],"EEG":[44,67,148],"signals":[45,68],"subjects":[47,89],"share":[48],"some":[49],"characteristics":[50],"when":[51],"performing":[52],"tasks.":[55],"Through":[56],"correlation":[57],"analysis,":[58],"model":[62],"describes":[63],"changes":[65],"in":[66,119],"within":[69],"alpha,":[70],"beta":[71],"gamma":[73],"waves,":[74],"inverse":[78],"tendency":[79],"compared":[80],"Zen":[82],"meditation.":[83],"can":[90],"be":[91],"predicted":[92],"using":[93],"multi-linear":[94],"support":[95,107],"vector":[96,108],"regression":[97,109],"(SVR)":[98],"with":[99],"fuzzy":[100,106],"C-mean":[101],"(FCM)":[102],"clustering":[103],"knowledge-based":[105],"(FSVR),":[110],"reaches":[112],"mean":[114],"square":[115],"error":[116],"0.6":[118],"our":[120],"collected":[121],"data.":[122],"latter,":[124],"designed":[125],"based":[126],"on":[127],"model,":[131],"achieves":[132],"best":[134],"performance.":[135],"research":[137],"provides":[138],"insight":[140],"from":[146],"aspect":[149],"become":[151],"example":[153],"function":[156],"prediction.":[159]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":3}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}