{"id":"https://openalex.org/W3127347920","doi":"https://doi.org/10.1109/bibm49941.2020.9313270","title":"EEG Based Depression Recognition by Combining Functional Brain Network and Traditional Biomarkers","display_name":"EEG Based Depression Recognition by Combining Functional Brain Network and Traditional Biomarkers","publication_year":2020,"publication_date":"2020-12-16","ids":{"openalex":"https://openalex.org/W3127347920","doi":"https://doi.org/10.1109/bibm49941.2020.9313270","mag":"3127347920"},"language":"en","primary_location":{"id":"doi:10.1109/bibm49941.2020.9313270","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm49941.2020.9313270","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 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/A5101561706","display_name":"Shuting Sun","orcid":"https://orcid.org/0000-0001-9647-8233"},"institutions":[{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shuting Sun","raw_affiliation_strings":["Gansu Provincial Key Laboratory of Wearable Computing, School of Information Science and Engineering, Lanzhou University, Lanzhou, China"],"affiliations":[{"raw_affiliation_string":"Gansu Provincial Key Laboratory of Wearable Computing, School of Information Science and Engineering, Lanzhou University, Lanzhou, China","institution_ids":["https://openalex.org/I76214153"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102742764","display_name":"Huayu Chen","orcid":"https://orcid.org/0000-0003-0563-4064"},"institutions":[{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huayu Chen","raw_affiliation_strings":["Gansu Provincial Key Laboratory of Wearable Computing, School of Information Science and Engineering, Lanzhou University, Lanzhou, China"],"affiliations":[{"raw_affiliation_string":"Gansu Provincial Key Laboratory of Wearable Computing, School of Information Science and Engineering, Lanzhou University, Lanzhou, China","institution_ids":["https://openalex.org/I76214153"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040630224","display_name":"Xuexiao Shao","orcid":"https://orcid.org/0000-0002-8592-3087"},"institutions":[{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuexiao Shao","raw_affiliation_strings":["Gansu Provincial Key Laboratory of Wearable Computing, School of Information Science and Engineering, Lanzhou University, Lanzhou, China"],"affiliations":[{"raw_affiliation_string":"Gansu Provincial Key Laboratory of Wearable Computing, School of Information Science and Engineering, Lanzhou University, Lanzhou, China","institution_ids":["https://openalex.org/I76214153"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100396208","display_name":"Liangliang Liu","orcid":"https://orcid.org/0000-0002-0505-5751"},"institutions":[{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liangliang Liu","raw_affiliation_strings":["Gansu Provincial Key Laboratory of Wearable Computing, School of Information Science and Engineering, Lanzhou University, Lanzhou, China"],"affiliations":[{"raw_affiliation_string":"Gansu Provincial Key Laboratory of Wearable Computing, School of Information Science and Engineering, Lanzhou University, Lanzhou, China","institution_ids":["https://openalex.org/I76214153"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100368420","display_name":"Xiaowei Li","orcid":"https://orcid.org/0000-0002-7358-6503"},"institutions":[{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaowei Li","raw_affiliation_strings":["Gansu Provincial Key Laboratory of Wearable Computing, School of Information Science and Engineering, Lanzhou University, Lanzhou, China"],"affiliations":[{"raw_affiliation_string":"Gansu Provincial Key Laboratory of Wearable Computing, School of Information Science and Engineering, Lanzhou University, Lanzhou, China","institution_ids":["https://openalex.org/I76214153"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100380066","display_name":"Bin Hu","orcid":"https://orcid.org/0000-0003-3514-5413"},"institutions":[{"id":"https://openalex.org/I4210097554","display_name":"Center for Excellence in Brain Science and Intelligence Technology","ror":"https://ror.org/00vpwhm04","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210097554"]},{"id":"https://openalex.org/I4210106477","display_name":"Shanghai Institutes for Biological Sciences","ror":"https://ror.org/011rf9d86","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210106477"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210149211","display_name":"Institute of Semiconductors","ror":"https://ror.org/048dd0611","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210149211"]},{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Hu","raw_affiliation_strings":["CAS Center for Excellence in BrainScience and Intelligence Technology, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, Beijing, China","Chinese Academy of Sciences, Joint Research Center for Cognitive Neurosensor Technology of Lanzhou University & Institute of Semiconductors, Beijing, China","Gansu Provincial Key Laboratory of Wearable Computing, School of Information Science and Engineering, Lanzhou University, Lanzhou, China","Ministry of Education, Engineering Research Center of Open Source Software and Real-Time System (Lanzhou University), Lanzhou, China"],"affiliations":[{"raw_affiliation_string":"CAS Center for Excellence in BrainScience and Intelligence Technology, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210097554","https://openalex.org/I19820366","https://openalex.org/I4210106477"]},{"raw_affiliation_string":"Chinese Academy of Sciences, Joint Research Center for Cognitive Neurosensor Technology of Lanzhou University & Institute of Semiconductors, Beijing, China","institution_ids":["https://openalex.org/I76214153","https://openalex.org/I19820366","https://openalex.org/I4210149211"]},{"raw_affiliation_string":"Gansu Provincial Key Laboratory of Wearable Computing, School of Information Science and Engineering, Lanzhou University, Lanzhou, China","institution_ids":["https://openalex.org/I76214153"]},{"raw_affiliation_string":"Ministry of Education, Engineering Research Center of Open Source Software and Real-Time System (Lanzhou University), Lanzhou, China","institution_ids":["https://openalex.org/I76214153"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5101561706"],"corresponding_institution_ids":["https://openalex.org/I76214153"],"apc_list":null,"apc_paid":null,"fwci":1.5918,"has_fulltext":false,"cited_by_count":26,"citation_normalized_percentile":{"value":0.83172713,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"2074","last_page":"2081"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9998000264167786,"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/T10581","display_name":"Neural dynamics and brain function","score":0.996999979019165,"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/electroencephalography","display_name":"Electroencephalography","score":0.8599518537521362},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6157379150390625},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5444260239601135},{"id":"https://openalex.org/keywords/brain-activity-and-meditation","display_name":"Brain activity and meditation","score":0.43523964285850525},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4265443682670593},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3988454043865204},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.2858555018901825}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.8599518537521362},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6157379150390625},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5444260239601135},{"id":"https://openalex.org/C120843803","wikidata":"https://www.wikidata.org/wiki/Q4955807","display_name":"Brain activity and meditation","level":3,"score":0.43523964285850525},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4265443682670593},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3988454043865204},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.2858555018901825}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibm49941.2020.9313270","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm49941.2020.9313270","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.5699999928474426,"display_name":"Good health and well-being"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W1557086676","https://openalex.org/W1693712237","https://openalex.org/W1980594883","https://openalex.org/W1994785434","https://openalex.org/W2018750729","https://openalex.org/W2025024951","https://openalex.org/W2034900442","https://openalex.org/W2056555744","https://openalex.org/W2109582949","https://openalex.org/W2112383001","https://openalex.org/W2113357974","https://openalex.org/W2113850215","https://openalex.org/W2126719297","https://openalex.org/W2130140789","https://openalex.org/W2131398580","https://openalex.org/W2134431612","https://openalex.org/W2153436764","https://openalex.org/W2162799133","https://openalex.org/W2167602908","https://openalex.org/W2167822639","https://openalex.org/W2507758319","https://openalex.org/W2513975684","https://openalex.org/W2560677216","https://openalex.org/W2605404864","https://openalex.org/W2607995088","https://openalex.org/W2738999855","https://openalex.org/W2768454750","https://openalex.org/W2790229131","https://openalex.org/W2895368692","https://openalex.org/W2913341134","https://openalex.org/W2937209758","https://openalex.org/W2946857249","https://openalex.org/W2960799161","https://openalex.org/W2969299904","https://openalex.org/W2996393987","https://openalex.org/W3003417734","https://openalex.org/W3005891410","https://openalex.org/W3171418018","https://openalex.org/W4236180244","https://openalex.org/W4239663481","https://openalex.org/W4247146916","https://openalex.org/W7074234824"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2922348724","https://openalex.org/W2033914206","https://openalex.org/W2042327336","https://openalex.org/W2466887110","https://openalex.org/W2068485906","https://openalex.org/W2314032432","https://openalex.org/W4312548550","https://openalex.org/W2335893660"],"abstract_inverted_index":{"This":[0],"Electroencephalography":[1],"(EEG)-based":[2],"research":[3],"is":[4],"to":[5,61,80,110,200],"explore":[6],"the":[7,64,82,102,116,162],"effective":[8,198],"biomarkers":[9],"for":[10,98],"depression":[11,170,214],"recognition.":[12,215],"Resting-state":[13],"EEG":[14,41,65,83,176],"data":[15],"were":[16,78,125],"collected":[17],"from":[18,188],"24":[19],"major":[20],"depressive":[21,186],"patients":[22,68,187],"(MDD)":[23],"and":[24,57,75,139,209],"29":[25],"normal":[26,189],"controls":[27],"using":[28,136],"128-electrode":[29],"geodesic":[30],"sensor":[31],"net.":[32],"To":[33],"better":[34,184],"identify":[35],"depression,":[36],"we":[37,106],"extracted":[38],"multi-type":[39],"of":[40,119,130],"features":[42,45,48,52,87,97,104,138,177],"including":[43],"linear":[44],"(L),":[46],"nonlinear":[47],"(NL),":[49],"functional":[50,121,193],"connectivity":[51],"phase":[53],"lagging":[54],"index":[55],"(PLI)":[56],"network":[58],"measures":[59],"(NM)":[60],"comprehensively":[62],"characterize":[63],"signals":[66],"in":[67,123,131,161,169,213],"with":[69,179],"MDD.":[70],"And":[71,191],"machine":[72],"learning":[73],"algorithms":[74],"statistical":[76],"analysis":[77],"used":[79],"evaluate":[81],"features.":[84],"Combined":[85],"multi-types":[86,175],"(All:":[88],"L+":[89],"NL":[90],"+":[91,93],"PLI":[92,114,137],"NM)":[94],"outperformed":[95],"single-type":[96],"classifying":[99],"depression.":[100,202],"Analyzing":[101],"optimal":[103],"set":[105],"found":[107],"that":[108,129],"compared":[109],"other":[111],"type":[112],"features,":[113,141],"occupied":[115],"largest":[117],"proportion":[118],"which":[120],"connections":[122,194],"intra-hemisphere":[124],"much":[126],"more":[127],"than":[128,153],"inter-hemisphere.":[132],"In":[133,172],"addition,":[134],"when":[135],"All":[140],"high":[142,163],"frequency":[143,155,164],"bands":[144,156,165],"(alpha,":[145],"beta)":[146],"could":[147],"achieve":[148],"obviously":[149],"higher":[150],"classification":[151],"accuracy":[152],"low":[154],"(delta,":[157],"theta).":[158],"Parietal-occipital":[159],"lobe":[160],"had":[166],"great":[167],"effect":[168],"identification.":[171],"conclusion,":[173],"combined":[174],"along":[178],"a":[180],"robust":[181],"classifier":[182],"can":[183],"distinguish":[185],"controls.":[190],"intra-hemispheric":[192],"might":[195],"be":[196],"an":[197],"biomarker":[199],"detect":[201],"Hence,":[203],"this":[204],"paper":[205],"may":[206],"provide":[207],"objective":[208],"potential":[210],"electrophysiological":[211],"characteristics":[212]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":3}],"updated_date":"2026-04-14T08:04:32.555800","created_date":"2025-10-10T00:00:00"}
