{"id":"https://openalex.org/W4385478031","doi":"https://doi.org/10.1109/ijcnn54540.2023.10191282","title":"Denoise Enhanced Neural Network with Efficient Data Generation for Automatic Sleep Stage Classification of Class Imbalance","display_name":"Denoise Enhanced Neural Network with Efficient Data Generation for Automatic Sleep Stage Classification of Class Imbalance","publication_year":2023,"publication_date":"2023-06-18","ids":{"openalex":"https://openalex.org/W4385478031","doi":"https://doi.org/10.1109/ijcnn54540.2023.10191282"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn54540.2023.10191282","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn54540.2023.10191282","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Joint Conference on Neural Networks (IJCNN)","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/A5114310487","display_name":"Le Yu","orcid":"https://orcid.org/0009-0006-1015-4662"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Le Yu","raw_affiliation_strings":["Institute of Advanced Technology, University of Science and Technology of China,Hefei,China,230026"],"affiliations":[{"raw_affiliation_string":"Institute of Advanced Technology, University of Science and Technology of China,Hefei,China,230026","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027981943","display_name":"Peiwang Tang","orcid":"https://orcid.org/0000-0003-3681-0761"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peiwang Tang","raw_affiliation_strings":["Institute of Advanced Technology, University of Science and Technology of China,Hefei,China,230026"],"affiliations":[{"raw_affiliation_string":"Institute of Advanced Technology, University of Science and Technology of China,Hefei,China,230026","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016853247","display_name":"Zhiguo Jiang","orcid":"https://orcid.org/0000-0001-8786-2540"},"institutions":[{"id":"https://openalex.org/I4210092870","display_name":"Jiaxing University","ror":"https://ror.org/00j2a7k55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092870"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiguo Jiang","raw_affiliation_strings":["Jiaxing University,Key Laboratory of Medical Electronics and Digital Health of Zhejiang Province,Jiaxing,China,314001"],"affiliations":[{"raw_affiliation_string":"Jiaxing University,Key Laboratory of Medical Electronics and Digital Health of Zhejiang Province,Jiaxing,China,314001","institution_ids":["https://openalex.org/I4210092870"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102744584","display_name":"Xianchao Zhang","orcid":"https://orcid.org/0000-0001-8925-8371"},"institutions":[{"id":"https://openalex.org/I4210092870","display_name":"Jiaxing University","ror":"https://ror.org/00j2a7k55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092870"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xianchao Zhang","raw_affiliation_strings":["Jiaxing University,Key Laboratory of Medical Electronics and Digital Health of Zhejiang Province,Jiaxing,China,314001"],"affiliations":[{"raw_affiliation_string":"Jiaxing University,Key Laboratory of Medical Electronics and Digital Health of Zhejiang Province,Jiaxing,China,314001","institution_ids":["https://openalex.org/I4210092870"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5114310487"],"corresponding_institution_ids":["https://openalex.org/I126520041"],"apc_list":null,"apc_paid":null,"fwci":0.9052,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.72506296,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9994000196456909,"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":0.9994000196456909,"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/T11447","display_name":"Blind Source Separation Techniques","score":0.9940999746322632,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11373","display_name":"Sleep and Work-Related Fatigue","score":0.9898999929428101,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7299939393997192},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6786739230155945},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5612859725952148},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.5295969843864441},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5167457461357117},{"id":"https://openalex.org/keywords/sleep","display_name":"Sleep (system call)","score":0.4661022424697876},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.42657583951950073},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4220188558101654},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3337247967720032}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7299939393997192},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6786739230155945},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5612859725952148},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.5295969843864441},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5167457461357117},{"id":"https://openalex.org/C2775841894","wikidata":"https://www.wikidata.org/wiki/Q4683692","display_name":"Sleep (system call)","level":2,"score":0.4661022424697876},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.42657583951950073},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4220188558101654},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3337247967720032},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ijcnn54540.2023.10191282","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn54540.2023.10191282","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1665214252","https://openalex.org/W1986515506","https://openalex.org/W2053154970","https://openalex.org/W2064675550","https://openalex.org/W2144691514","https://openalex.org/W2148143831","https://openalex.org/W2187089797","https://openalex.org/W2405756170","https://openalex.org/W2525537354","https://openalex.org/W2581784430","https://openalex.org/W2793841943","https://openalex.org/W2927147597","https://openalex.org/W2963684088","https://openalex.org/W2964268978","https://openalex.org/W2969275567","https://openalex.org/W2977117446","https://openalex.org/W3011508341","https://openalex.org/W3015870455","https://openalex.org/W3016975937","https://openalex.org/W3082394918","https://openalex.org/W3096831136","https://openalex.org/W3158818505","https://openalex.org/W3165396901","https://openalex.org/W3172805970","https://openalex.org/W3185029605","https://openalex.org/W3188349400","https://openalex.org/W4213397551","https://openalex.org/W4320930577","https://openalex.org/W4385245566","https://openalex.org/W6631190155","https://openalex.org/W6637242042","https://openalex.org/W6685352114","https://openalex.org/W6713645886","https://openalex.org/W6739901393","https://openalex.org/W6746023985","https://openalex.org/W6776930347","https://openalex.org/W6798469370"],"related_works":["https://openalex.org/W4390516098","https://openalex.org/W2181948922","https://openalex.org/W2384362569","https://openalex.org/W2142795561","https://openalex.org/W4205302943","https://openalex.org/W2561132942","https://openalex.org/W3155418658","https://openalex.org/W4243199227","https://openalex.org/W2379948177","https://openalex.org/W2334580170"],"abstract_inverted_index":{"Signal-channel":[0],"electroencephalogram":[1],"(EEG)":[2],"based":[3,61],"automatic":[4,180],"sleep":[5,18,23,181],"stage":[6,42,158,182],"classification":[7],"with":[8,127,135],"machine":[9],"learning":[10],"is":[11,47,90,142],"widely":[12],"used":[13],"in":[14,36,151,179],"the":[15,28,37,40,44,67,75,78,81,85,94,118,132,136,153,156,169,175],"study":[16],"of":[17,22,39,43,77,84,96,124,131,138,155],"quality":[19,76],"and":[20,102,140],"analysis":[21],"disorders.":[24],"While":[25],"due":[26],"to":[27,54,65,73,92,120,168],"inevitable":[29],"class":[30,68,125,176],"imbalance":[31,69,126,177],"problem,":[32],"relatively":[33],"poor":[34],"accuracy":[35,154],"detection":[38],"first":[41],"Non-Rapid-Eye-Movement":[45],"(N1)":[46],"found.":[48],"In":[49,71],"this":[50],"work,":[51],"we":[52,106],"propose":[53],"use":[55],"a":[56,108],"generative":[57],"adversarial":[58],"network":[59],"(GAN)":[60],"on":[62,145],"transformer":[63],"encoder":[64],"reduce":[66],"problem.":[70],"order":[72],"ensure":[74],"synthetic":[79,97],"signal,":[80],"percentage":[82],"form":[83],"Kullback-Leibler":[86],"divergence":[87],"(KLP)":[88],"index":[89],"designed":[91],"measure":[93],"similarity":[95],"signals":[98],"generated":[99],"by":[100,162],"GAN":[101,139],"real":[103],"ones.":[104],"Meanwhile,":[105],"design":[107],"Residual":[109],"Shrinkage":[110],"Sequence":[111],"Network":[112],"for":[113],"Sleep":[114],"Staging":[115],"(RsSleepNet)":[116],"as":[117,166],"baseline":[119],"compare":[121],"other":[122],"resolutions":[123],"ours.":[128],"The":[129],"performance":[130],"new":[133],"method":[134],"combination":[137],"RsSleepNet":[141],"effectively":[143],"verified":[144],"two":[146],"public":[147],"datasets":[148],"from":[149],"PhysioNet,":[150],"which":[152],"N1":[157],"can":[159],"be":[160],"improved":[161],"more":[163],"than":[164],"10%":[165],"compared":[167],"current":[170],"state-of-the-art":[171],"approaches,":[172],"largely":[173],"alleviating":[174],"problem":[178],"classification.":[183]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}