{"id":"https://openalex.org/W2914895697","doi":"https://doi.org/10.1109/cisp-bmei.2018.8633058","title":"Deep Convolutional Network Method for Automatic Sleep Stage Classification Based on Neurophysiological Signals","display_name":"Deep Convolutional Network Method for Automatic Sleep Stage Classification Based on Neurophysiological Signals","publication_year":2018,"publication_date":"2018-10-01","ids":{"openalex":"https://openalex.org/W2914895697","doi":"https://doi.org/10.1109/cisp-bmei.2018.8633058","mag":"2914895697"},"language":"en","primary_location":{"id":"doi:10.1109/cisp-bmei.2018.8633058","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cisp-bmei.2018.8633058","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 11th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI)","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/A5101488513","display_name":"Yudong Sun","orcid":"https://orcid.org/0000-0003-0501-2038"},"institutions":[{"id":"https://openalex.org/I143593769","display_name":"East China University of Science and Technology","ror":"https://ror.org/01vyrm377","country_code":"CN","type":"education","lineage":["https://openalex.org/I143593769"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yudong Sun","raw_affiliation_strings":["Ministry of Education, Key Laboratory of Advanced Control and Optimization for Chemical Processes (East China University of Science and Technology), Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Ministry of Education, Key Laboratory of Advanced Control and Optimization for Chemical Processes (East China University of Science and Technology), Shanghai, China","institution_ids":["https://openalex.org/I143593769"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100349941","display_name":"Bei Wang","orcid":"https://orcid.org/0000-0002-2701-8521"},"institutions":[{"id":"https://openalex.org/I143593769","display_name":"East China University of Science and Technology","ror":"https://ror.org/01vyrm377","country_code":"CN","type":"education","lineage":["https://openalex.org/I143593769"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bei Wang","raw_affiliation_strings":["Ministry of Education, Key Laboratory of Advanced Control and Optimization for Chemical Processes (East China University of Science and Technology), Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Ministry of Education, Key Laboratory of Advanced Control and Optimization for Chemical Processes (East China University of Science and Technology), Shanghai, China","institution_ids":["https://openalex.org/I143593769"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100739910","display_name":"Jing Jin","orcid":"https://orcid.org/0000-0002-6133-5491"},"institutions":[{"id":"https://openalex.org/I143593769","display_name":"East China University of Science and Technology","ror":"https://ror.org/01vyrm377","country_code":"CN","type":"education","lineage":["https://openalex.org/I143593769"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Jin","raw_affiliation_strings":["Ministry of Education, Key Laboratory of Advanced Control and Optimization for Chemical Processes (East China University of Science and Technology), Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Ministry of Education, Key Laboratory of Advanced Control and Optimization for Chemical Processes (East China University of Science and Technology), Shanghai, China","institution_ids":["https://openalex.org/I143593769"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5104006078","display_name":"Xingyu Wang","orcid":"https://orcid.org/0009-0006-4583-8992"},"institutions":[{"id":"https://openalex.org/I143593769","display_name":"East China University of Science and Technology","ror":"https://ror.org/01vyrm377","country_code":"CN","type":"education","lineage":["https://openalex.org/I143593769"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xingyu Wang","raw_affiliation_strings":["Ministry of Education, Key Laboratory of Advanced Control and Optimization for Chemical Processes (East China University of Science and Technology), Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Ministry of Education, Key Laboratory of Advanced Control and Optimization for Chemical Processes (East China University of Science and Technology), Shanghai, China","institution_ids":["https://openalex.org/I143593769"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5101488513"],"corresponding_institution_ids":["https://openalex.org/I143593769"],"apc_list":null,"apc_paid":null,"fwci":0.8641,"has_fulltext":false,"cited_by_count":56,"citation_normalized_percentile":{"value":0.7266678,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"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/T11373","display_name":"Sleep and Work-Related Fatigue","score":0.9900000095367432,"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/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9850999712944031,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/sleep","display_name":"Sleep (system call)","score":0.7640063762664795},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7325236201286316},{"id":"https://openalex.org/keywords/neurophysiology","display_name":"Neurophysiology","score":0.621394157409668},{"id":"https://openalex.org/keywords/sleep-stages","display_name":"Sleep Stages","score":0.6083541512489319},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5987890362739563},{"id":"https://openalex.org/keywords/residual","display_name":"Residual","score":0.5670232176780701},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.4919905364513397},{"id":"https://openalex.org/keywords/visual-inspection","display_name":"Visual inspection","score":0.46173059940338135},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4498084783554077},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.44649919867515564},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.41640540957450867},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.41563594341278076},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4151769280433655},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.38043251633644104},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3593028783798218},{"id":"https://openalex.org/keywords/polysomnography","display_name":"Polysomnography","score":0.21510395407676697},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.16282010078430176},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.1081514060497284},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.09065991640090942},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.06944146752357483}],"concepts":[{"id":"https://openalex.org/C2775841894","wikidata":"https://www.wikidata.org/wiki/Q4683692","display_name":"Sleep (system call)","level":2,"score":0.7640063762664795},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7325236201286316},{"id":"https://openalex.org/C152478114","wikidata":"https://www.wikidata.org/wiki/Q660910","display_name":"Neurophysiology","level":2,"score":0.621394157409668},{"id":"https://openalex.org/C2910364982","wikidata":"https://www.wikidata.org/wiki/Q35831","display_name":"Sleep Stages","level":4,"score":0.6083541512489319},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5987890362739563},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.5670232176780701},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.4919905364513397},{"id":"https://openalex.org/C168820333","wikidata":"https://www.wikidata.org/wiki/Q448889","display_name":"Visual inspection","level":2,"score":0.46173059940338135},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4498084783554077},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.44649919867515564},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.41640540957450867},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.41563594341278076},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4151769280433655},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.38043251633644104},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3593028783798218},{"id":"https://openalex.org/C2778205975","wikidata":"https://www.wikidata.org/wiki/Q1754874","display_name":"Polysomnography","level":3,"score":0.21510395407676697},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.16282010078430176},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.1081514060497284},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.09065991640090942},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.06944146752357483},{"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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cisp-bmei.2018.8633058","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cisp-bmei.2018.8633058","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 11th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4399999976158142,"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W118211727","https://openalex.org/W600475373","https://openalex.org/W1665214252","https://openalex.org/W1686810756","https://openalex.org/W1811945995","https://openalex.org/W1836465849","https://openalex.org/W1995200202","https://openalex.org/W2045053421","https://openalex.org/W2102376611","https://openalex.org/W2144691514","https://openalex.org/W2162800060","https://openalex.org/W2163605009","https://openalex.org/W2180889008","https://openalex.org/W2194775991","https://openalex.org/W2302255633","https://openalex.org/W2471228762","https://openalex.org/W2513213398","https://openalex.org/W2539353608","https://openalex.org/W2604096629","https://openalex.org/W2762502511","https://openalex.org/W2790486743","https://openalex.org/W2949117887","https://openalex.org/W2964065019","https://openalex.org/W3152633770","https://openalex.org/W4230797216","https://openalex.org/W6637242042","https://openalex.org/W6637373629","https://openalex.org/W6638667902","https://openalex.org/W6684191040","https://openalex.org/W6698183232"],"related_works":["https://openalex.org/W3121188996","https://openalex.org/W4308561096","https://openalex.org/W3200508116","https://openalex.org/W2023324280","https://openalex.org/W3011076523","https://openalex.org/W2136162213","https://openalex.org/W2376497661","https://openalex.org/W2424678138","https://openalex.org/W2319810220","https://openalex.org/W2332107599"],"abstract_inverted_index":{"The":[0,23,49,81,102,124],"accurate":[1],"interpretation":[2,53],"of":[3,14,20,59,90,98,134,138],"sleep":[4,15,21,27,43,51,74,100,112,116],"stages":[5],"has":[6],"a":[7,65],"very":[8],"important":[9],"significance":[10],"in":[11],"the":[12,18,37,56,88,91,95,99,111,128,139],"diagnosis":[13],"disorders":[16],"and":[17,32,136],"assessment":[19],"health.":[22],"visual":[24,38,60],"inspection":[25,39],"on":[26,40,78],"staging":[28],"required":[29],"qualified":[30],"skill":[31],"enough":[33],"clinical":[34],"experience.":[35],"Usually,":[36],"one's":[41],"overnight":[42],"recording":[44],"takes":[45],"1":[46],"2":[47],"hours.":[48],"automatic":[50,73],"stage":[52,75],"can":[54],"reduce":[55],"laborious":[57],"task":[58],"inspection.":[61],"In":[62],"this":[63],"study,":[64],"deep":[66],"convolutional":[67],"network":[68,92],"model":[69,130],"was":[70,122],"developed":[71,129],"for":[72],"classification":[76],"based":[77],"neurophysiological":[79],"signals.":[80],"residual":[82],"module":[83],"is":[84,107],"utilized":[85],"to":[86,93,109],"increase":[87],"depth":[89],"extract":[94],"multi-level":[96],"features":[97],"stages.":[101],"long-short":[103],"term":[104],"memory":[105],"(LSTM)":[106],"used":[108],"learn":[110],"transition":[113],"mechanism":[114],"during":[115],"process.":[117],"20-fold":[118],"cross":[119],"validation":[120],"experiment":[121],"performed.":[123],"results":[125],"showed":[126],"that":[127],"achieved":[131],"an":[132],"accuracy":[133],"81.0":[135],"73.6":[137],"macro-averaging":[140],"F1-score":[141],"(MF1).":[142]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":12},{"year":2022,"cited_by_count":10},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
