{"id":"https://openalex.org/W3082697034","doi":"https://doi.org/10.1109/embc44109.2020.9176053","title":"Classification of Mild Cognitive Impairment from multi-domain features of resting-state EEG","display_name":"Classification of Mild Cognitive Impairment from multi-domain features of resting-state EEG","publication_year":2020,"publication_date":"2020-07-01","ids":{"openalex":"https://openalex.org/W3082697034","doi":"https://doi.org/10.1109/embc44109.2020.9176053","mag":"3082697034","pmid":"https://pubmed.ncbi.nlm.nih.gov/33017977"},"language":"en","primary_location":{"id":"doi:10.1109/embc44109.2020.9176053","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc44109.2020.9176053","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 42nd Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5100608283","display_name":"Yuling Li","orcid":"https://orcid.org/0000-0003-2440-5961"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]},{"id":"https://openalex.org/I4210160344","display_name":"Tongji Hospital","ror":"https://ror.org/04xy45965","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210160344"]},{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yuling Li","raw_affiliation_strings":["Department of Neurology, Tongji Hospital of Tongji University, Shanghai, China","School of Communication and Information Engineering, Shanghai University, Shanghai, China","School of Mechatronic Engineering and Automation, Shanghai University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Department of Neurology, Tongji Hospital of Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780","https://openalex.org/I4210160344"]},{"raw_affiliation_string":"School of Communication and Information Engineering, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I113940042"]},{"raw_affiliation_string":"School of Mechatronic Engineering and Automation, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037841889","display_name":"Shasha Xiao","orcid":"https://orcid.org/0000-0001-6502-8504"},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shasha Xiao","raw_affiliation_strings":["Shanghai Institute for advanced communication and data science, Shanghai University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Shanghai Institute for advanced communication and data science, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065851323","display_name":"Yingjie Li","orcid":"https://orcid.org/0000-0001-9772-8409"},"institutions":[{"id":"https://openalex.org/I4210160344","display_name":"Tongji Hospital","ror":"https://ror.org/04xy45965","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210160344"]},{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]},{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yingjie Li","raw_affiliation_strings":["Department of Neurology, Tongji Hospital of Tongji University, Shanghai, China","School of Communication and Information Engineering, Shanghai University, Shanghai, China","School of Mechatronic Engineering and Automation, Shanghai University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Department of Neurology, Tongji Hospital of Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780","https://openalex.org/I4210160344"]},{"raw_affiliation_string":"School of Communication and Information Engineering, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I113940042"]},{"raw_affiliation_string":"School of Mechatronic Engineering and Automation, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100626404","display_name":"Yunxia Li","orcid":"https://orcid.org/0000-0003-1307-4335"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]},{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]},{"id":"https://openalex.org/I4210160344","display_name":"Tongji Hospital","ror":"https://ror.org/04xy45965","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210160344"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunxia Li","raw_affiliation_strings":["Department of Neurology, Tongji Hospital of Tongji University, Shanghai, China","School of Communication and Information Engineering, Shanghai University, Shanghai, China","School of Mechatronic Engineering and Automation, Shanghai University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Department of Neurology, Tongji Hospital of Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780","https://openalex.org/I4210160344"]},{"raw_affiliation_string":"School of Communication and Information Engineering, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I113940042"]},{"raw_affiliation_string":"School of Mechatronic Engineering and Automation, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101691668","display_name":"Banghua Yang","orcid":"https://orcid.org/0000-0002-8561-5631"},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Banghua Yang","raw_affiliation_strings":["Shanghai Institute for advanced communication and data science, Shanghai University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Shanghai Institute for advanced communication and data science, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I113940042"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5100608283"],"corresponding_institution_ids":["https://openalex.org/I113940042","https://openalex.org/I116953780","https://openalex.org/I4210160344"],"apc_list":null,"apc_paid":null,"fwci":0.4462,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.59776004,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"2020","issue":null,"first_page":"256","last_page":"259"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9997000098228455,"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":0.9997000098228455,"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/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9940000176429749,"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/T11021","display_name":"ECG Monitoring and Analysis","score":0.9825999736785889,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.9169873595237732},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.7111316919326782},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6156916618347168},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6007443070411682},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5942769646644592},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"Principal component analysis","score":0.5861381888389587},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.5741667151451111},{"id":"https://openalex.org/keywords/cognitive-impairment","display_name":"Cognitive impairment","score":0.5516098141670227},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.5320117473602295},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.490354061126709},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4405524730682373},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4389439523220062},{"id":"https://openalex.org/keywords/resting-state-fmri","display_name":"Resting state fMRI","score":0.43641397356987},{"id":"https://openalex.org/keywords/frequency-domain","display_name":"Frequency domain","score":0.4303474724292755},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3829255700111389},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.27439695596694946},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.16989487409591675},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.05988439917564392}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.9169873595237732},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7111316919326782},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6156916618347168},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6007443070411682},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5942769646644592},{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.5861381888389587},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.5741667151451111},{"id":"https://openalex.org/C2984915365","wikidata":"https://www.wikidata.org/wiki/Q5141203","display_name":"Cognitive impairment","level":3,"score":0.5516098141670227},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.5320117473602295},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.490354061126709},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4405524730682373},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4389439523220062},{"id":"https://openalex.org/C66324658","wikidata":"https://www.wikidata.org/wiki/Q7316120","display_name":"Resting state fMRI","level":2,"score":0.43641397356987},{"id":"https://openalex.org/C19118579","wikidata":"https://www.wikidata.org/wiki/Q786423","display_name":"Frequency domain","level":2,"score":0.4303474724292755},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3829255700111389},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.27439695596694946},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.16989487409591675},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.05988439917564392},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060825","descriptor_name":"Cognitive Dysfunction","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D060825","descriptor_name":"Cognitive Dysfunction","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D060825","descriptor_name":"Cognitive Dysfunction","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc44109.2020.9176053","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc44109.2020.9176053","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 42nd Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:33017977","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33017977","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":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W2008180577","https://openalex.org/W2033863809","https://openalex.org/W2409065804","https://openalex.org/W2532852577","https://openalex.org/W2533651630","https://openalex.org/W2558276801","https://openalex.org/W2625824293","https://openalex.org/W2752034301","https://openalex.org/W2781689248","https://openalex.org/W2783371799","https://openalex.org/W2895258853","https://openalex.org/W2903334206","https://openalex.org/W2912108320","https://openalex.org/W2946461027"],"related_works":["https://openalex.org/W1975632186","https://openalex.org/W3027745756","https://openalex.org/W3205213561","https://openalex.org/W4230045434","https://openalex.org/W2531880140","https://openalex.org/W2126145365","https://openalex.org/W2036609560","https://openalex.org/W346861917","https://openalex.org/W3024018414","https://openalex.org/W1542592062"],"abstract_inverted_index":{"In":[0],"recent":[1],"years,":[2],"electroencephalography":[3,52],"(EEG)":[4],"has":[5],"emerged":[6],"as":[7],"a":[8,72],"low-cost,":[9],"accessible":[10],"and":[11,61,70,79,103,117,132],"objective":[12],"tools":[13],"for":[14],"the":[15,47,57,99,121,133,137,145],"early":[16],"diagnosis":[17],"of":[18,38,50,123],"Alzheimer's":[19],"disease":[20],"(AD).":[21],"AD":[22,34],"is":[23,41],"preceded":[24],"by":[25],"Mild":[26],"Cognitive":[27],"Impairment":[28],"(MCI),":[29],"typically":[30],"refers":[31],"to":[32,42,91],"early-stage":[33],"disease.":[35],"The":[36,109],"purpose":[37],"this":[39],"study":[40],"classify":[43],"MCI":[44,77],"patients":[45],"from":[46,65,75,115],"multi-domain":[48,58,124],"features":[49,64],"their":[51],"(EEG).":[53],"Firstly,":[54],"we":[55,97],"extracted":[56],"(time,":[59],"frequency":[60],"information":[62],"theory)":[63],"resting-state":[66],"EEG":[67,107,134],"signals":[68,135],"before":[69,144],"after":[71,136],"cognitive":[73,138],"task":[74,139],"15":[76,80],"groups":[78],"age-matched":[81],"healthy":[82],"controls.":[83],"Then,":[84],"principal":[85],"component":[86],"analysis":[87],"(PCA)":[88],"was":[89,112],"used":[90],"perform":[92],"feature":[93],"selection.":[94],"After":[95],"that,":[96],"compared":[98],"performance":[100,111],"between":[101],"SVM":[102,116,131],"KNN":[104,127],"on":[105],"our":[106],"dataset.":[108],"good":[110],"observed":[113],"both":[114],"KNN,":[118],"which":[119],"demonstrates":[120],"effectiveness":[122],"features.":[125],"Furthermore,":[126],"performs":[128],"better":[129,141],"than":[130,142],"works":[140],"those":[143],"task.":[146]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
