{"id":"https://openalex.org/W4205792798","doi":"https://doi.org/10.1109/bibm52615.2021.9669838","title":"A Novel Emotion Recognition Method Incorporating MST-based Brain Network and FVMD-GAMPE","display_name":"A Novel Emotion Recognition Method Incorporating MST-based Brain Network and FVMD-GAMPE","publication_year":2021,"publication_date":"2021-12-09","ids":{"openalex":"https://openalex.org/W4205792798","doi":"https://doi.org/10.1109/bibm52615.2021.9669838"},"language":"en","primary_location":{"id":"doi:10.1109/bibm52615.2021.9669838","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm52615.2021.9669838","pdf_url":null,"source":{"id":"https://openalex.org/S4363607735","display_name":"2021 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 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/A5100725071","display_name":"Shilin Zhang","orcid":"https://orcid.org/0000-0002-3268-5708"},"institutions":[{"id":"https://openalex.org/I28006308","display_name":"Shandong Normal University","ror":"https://ror.org/01wy3h363","country_code":"CN","type":"education","lineage":["https://openalex.org/I28006308"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shilin Zhang","raw_affiliation_strings":["School of Information Science and Engineering, Shandong Normal University, Jinan, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shandong Normal University, Jinan, China","institution_ids":["https://openalex.org/I28006308"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100380066","display_name":"Bin Hu","orcid":"https://orcid.org/0000-0003-3514-5413"},"institutions":[{"id":"https://openalex.org/I28006308","display_name":"Shandong Normal University","ror":"https://ror.org/01wy3h363","country_code":"CN","type":"education","lineage":["https://openalex.org/I28006308"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Hu","raw_affiliation_strings":["School of Information Science and Engineering, Shandong Normal University, Jinan, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shandong Normal University, Jinan, China","institution_ids":["https://openalex.org/I28006308"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063356851","display_name":"Ji Bian","orcid":"https://orcid.org/0000-0001-9297-4205"},"institutions":[{"id":"https://openalex.org/I28006308","display_name":"Shandong Normal University","ror":"https://ror.org/01wy3h363","country_code":"CN","type":"education","lineage":["https://openalex.org/I28006308"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ji Bian","raw_affiliation_strings":["School of Information Science and Engineering, Shandong Normal University, Jinan, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shandong Normal University, Jinan, China","institution_ids":["https://openalex.org/I28006308"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101985755","display_name":"Mingzhe Zhang","orcid":"https://orcid.org/0000-0002-6440-7550"},"institutions":[{"id":"https://openalex.org/I28006308","display_name":"Shandong Normal University","ror":"https://ror.org/01wy3h363","country_code":"CN","type":"education","lineage":["https://openalex.org/I28006308"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingzhe Zhang","raw_affiliation_strings":["School of Information Science and Engineering, Shandong Normal University, Jinan, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shandong Normal University, Jinan, China","institution_ids":["https://openalex.org/I28006308"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049974611","display_name":"Xiangwei Zheng","orcid":"https://orcid.org/0000-0003-4873-4567"},"institutions":[{"id":"https://openalex.org/I28006308","display_name":"Shandong Normal University","ror":"https://ror.org/01wy3h363","country_code":"CN","type":"education","lineage":["https://openalex.org/I28006308"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangwei Zheng","raw_affiliation_strings":["School of Information Science and Engineering, Shandong Normal University, Jinan, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shandong Normal University, Jinan, China","institution_ids":["https://openalex.org/I28006308"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5100725071"],"corresponding_institution_ids":["https://openalex.org/I28006308"],"apc_list":null,"apc_paid":null,"fwci":0.5001,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.54414414,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1153","last_page":"1158"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9993000030517578,"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":0.9993000030517578,"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/T10667","display_name":"Emotion and Mood Recognition","score":0.9983000159263611,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.9873999953269958,"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/computer-science","display_name":"Computer science","score":0.6230565905570984},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.587135374546051},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.558026909828186},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.534027099609375},{"id":"https://openalex.org/keywords/mutual-information","display_name":"Mutual information","score":0.4795610308647156},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.33979639410972595},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.09343263506889343}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6230565905570984},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.587135374546051},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.558026909828186},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.534027099609375},{"id":"https://openalex.org/C152139883","wikidata":"https://www.wikidata.org/wiki/Q252973","display_name":"Mutual information","level":2,"score":0.4795610308647156},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.33979639410972595},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.09343263506889343},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibm52615.2021.9669838","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm52615.2021.9669838","pdf_url":null,"source":{"id":"https://openalex.org/S4363607735","display_name":"2021 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Gender equality","score":0.6800000071525574,"id":"https://metadata.un.org/sdg/5"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W2000982976","https://openalex.org/W2002055708","https://openalex.org/W2100556411","https://openalex.org/W2109582949","https://openalex.org/W2181990874","https://openalex.org/W2539863713","https://openalex.org/W2625297138","https://openalex.org/W2804661801","https://openalex.org/W2887699694","https://openalex.org/W2889105179","https://openalex.org/W2914503519","https://openalex.org/W2918378401","https://openalex.org/W2952286992","https://openalex.org/W2963092169","https://openalex.org/W2977533331","https://openalex.org/W3025334394","https://openalex.org/W3030394593","https://openalex.org/W3034882503","https://openalex.org/W3108087271","https://openalex.org/W3127320366","https://openalex.org/W3129946617","https://openalex.org/W3173864145","https://openalex.org/W6685796148"],"related_works":["https://openalex.org/W2466816617","https://openalex.org/W1970834875","https://openalex.org/W3174028392","https://openalex.org/W2922348724","https://openalex.org/W842936808","https://openalex.org/W200322357","https://openalex.org/W2130428257","https://openalex.org/W4308951944","https://openalex.org/W2033914206","https://openalex.org/W2042327336"],"abstract_inverted_index":{"Emotion":[0],"recognition":[1,45],"is":[2,57,76,94,243,254],"a":[3,42,209,223,246],"key":[4],"technique":[5],"of":[6,33,122,129,226,241],"intelligent":[7],"human-computer":[8],"interaction":[9],"(HCI)":[10],"systems.":[11],"In":[12],"the":[13,80,84,89,117,127,130,138,149,168,183,204,230,236],"current":[14],"research":[15,264],"on":[16,88,179,265],"emotion":[17,44],"recognition,":[18],"there":[19],"are":[20,99,109,135,146,156,165,191,218],"several":[21],"limitations":[22],"such":[23],"as":[24],"inconsistent":[25],"brain":[26,49,85,154,201,216,231,239,252],"network":[27,50,86,155,202,240],"scale":[28],"and":[29,51,69,96,107,142,161,189,193,221],"high":[30],"time":[31],"complexity":[32],"modal":[34,104],"decomposition.":[35],"To":[36],"overcome":[37],"these":[38],"shortcomings,":[39],"we":[40],"propose":[41],"novel":[43],"method":[46],"incorporating":[47],"MST-based":[48,153,200],"FVMD-GAMPE.":[52],"Firstly,":[53],"electroencephalography":[54],"(EEG)":[55],"data":[56,114],"decomposed":[58],"into":[59],"four":[60],"frequency":[61,124],"bands":[62],"$(\\theta,\\alpha,\\beta,\\gamma)$":[63],"by":[64],"wavelet":[65],"packet":[66],"transform":[67],"(WPT),":[68],"mutual":[70],"information":[71,227],"(MI)":[72],"between":[73],"channel":[74],"pairs":[75],"calculated":[77],"to":[78,111,115,167,173,245],"construct":[79],"connectivity":[81],"matrix.":[82],"Secondly,":[83],"based":[87],"minimum":[90],"spanning":[91],"tree":[92],"(MST)":[93],"constructed":[95],"seven":[97],"features":[98,145,150,164],"extracted.":[100,147],"Thirdly,":[101],"fast":[102],"variational":[103,118],"decomposition":[105],"(FVMD)":[106],"WPT":[108],"applied":[110],"process":[112],"EEG":[113],"obtain":[116],"mode":[119],"functions":[120],"(VMF)":[121],"different":[123],"bands.":[125],"Then,":[126],"parameters":[128],"multi-scale":[131],"permutation":[132],"entropy":[133],"(MPE)":[134],"optimized":[136],"with":[137,158],"genetic":[139],"algorithm":[140],"(GA),":[141],"then":[143,162],"MPE":[144,159],"Finally,":[148],"extracted":[151],"from":[152],"fused":[157,163],"features,":[160],"fed":[166],"random":[169],"forest":[170],"(RF)":[171],"classifier":[172],"recognize":[174],"emotional":[175,206],"states.":[176],"Experimental":[177],"results":[178],"DEAP":[180],"show":[181],"that":[182,215],"best":[184],"classification":[185],"accuracy":[186],"for":[187,263],"valance":[188],"arousal":[190],"89.58%":[192],"88.54%,":[194],"respectively.":[195],"The":[196],"result":[197],"analysis":[198],"demonstrates":[199],"in":[203],"negative":[205,233,266],"states":[207],"has":[208],"more":[210,219],"divergent":[211],"topology.":[212],"This":[213,258],"means":[214],"regions":[217],"active":[220],"have":[222],"faster":[224],"exchange":[225],"flow":[228],"when":[229],"processes":[232],"emotions.":[234],"On":[235],"other":[237],"hand,":[238],"women":[242],"similar":[244],"star-shaped":[247],"structure,":[248],"which":[249],"indicates":[250],"women\u2019s":[251],"activation":[253],"higher":[255],"than":[256],"man.":[257],"study":[259],"provides":[260],"theoretical":[261],"support":[262],"bias.":[267]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
