{"id":"https://openalex.org/W4403333161","doi":"https://doi.org/10.1145/3686490.3686522","title":"Brain Function Analysis Of Insomnia Disorder Based On Hypergraph Combined With Deep Learning","display_name":"Brain Function Analysis Of Insomnia Disorder Based On Hypergraph Combined With Deep Learning","publication_year":2024,"publication_date":"2024-07-12","ids":{"openalex":"https://openalex.org/W4403333161","doi":"https://doi.org/10.1145/3686490.3686522"},"language":"en","primary_location":{"id":"doi:10.1145/3686490.3686522","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3686490.3686522","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 7th International Conference on Signal Processing and Machine Learning","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/A5072578194","display_name":"Mengjiao Zhang","orcid":"https://orcid.org/0000-0003-4662-3433"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Mengjiao Zhang","raw_affiliation_strings":["College of Electronic Information Engineering, Shandong University of Science and Technology, China"],"raw_orcid":"https://orcid.org/0000-0003-4662-3433","affiliations":[{"raw_affiliation_string":"College of Electronic Information Engineering, Shandong University of Science and Technology, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036537085","display_name":"Peirui Bai","orcid":"https://orcid.org/0000-0002-8390-7809"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peirui Bai","raw_affiliation_strings":["College of Electronic Information Engineering, Shandong University of Science and Technology, China"],"raw_orcid":"https://orcid.org/0000-0002-8390-7809","affiliations":[{"raw_affiliation_string":"College of Electronic Information Engineering, Shandong University of Science and Technology, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100447031","display_name":"Xiaofei Zhang","orcid":"https://orcid.org/0009-0008-1994-8885"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaofei Zhang","raw_affiliation_strings":["College of Electronic Information Engineering, Shandong University of Science and Technology, China"],"raw_orcid":"https://orcid.org/0009-0008-1994-8885","affiliations":[{"raw_affiliation_string":"College of Electronic Information Engineering, Shandong University of Science and Technology, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Meng Yuan","orcid":"https://orcid.org/0009-0004-7700-236X"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Meng Yuan","raw_affiliation_strings":["College of Electronic Information Engineering, Shandong University of Science and Technology, China"],"raw_orcid":"https://orcid.org/0009-0004-7700-236X","affiliations":[{"raw_affiliation_string":"College of Electronic Information Engineering, Shandong University of Science and Technology, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084570522","display_name":"Yande Ren","orcid":"https://orcid.org/0000-0003-0449-3108"},"institutions":[{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]},{"id":"https://openalex.org/I4210116869","display_name":"Affiliated Hospital of Qingdao University","ror":"https://ror.org/026e9yy16","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210116869"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yande Ren","raw_affiliation_strings":["Department of Radiology, The Affiliated Hospital of Qingdao University, China"],"raw_orcid":"https://orcid.org/0000-0003-0449-3108","affiliations":[{"raw_affiliation_string":"Department of Radiology, The Affiliated Hospital of Qingdao University, China","institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5072578194"],"corresponding_institution_ids":["https://openalex.org/I80143920"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.21375105,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"216","last_page":"224"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10316","display_name":"Sleep and related disorders","score":0.9865000247955322,"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"}},"topics":[{"id":"https://openalex.org/T10316","display_name":"Sleep and related disorders","score":0.9865000247955322,"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/T10241","display_name":"Functional Brain Connectivity Studies","score":0.973800003528595,"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/T13283","display_name":"Mental Health Research Topics","score":0.9498999714851379,"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/hypergraph","display_name":"Hypergraph","score":0.5953317284584045},{"id":"https://openalex.org/keywords/brain-function","display_name":"Brain function","score":0.5324180126190186},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5039815306663513},{"id":"https://openalex.org/keywords/insomnia","display_name":"Insomnia","score":0.48467448353767395},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.48169976472854614},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43352049589157104},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4308478534221649},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.34479820728302},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.33524608612060547},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.313301146030426},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.27824243903160095},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.21674761176109314},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.14723923802375793},{"id":"https://openalex.org/keywords/combinatorics","display_name":"Combinatorics","score":0.12802806496620178},{"id":"https://openalex.org/keywords/genetics","display_name":"Genetics","score":0.10000845789909363}],"concepts":[{"id":"https://openalex.org/C2781221856","wikidata":"https://www.wikidata.org/wiki/Q840247","display_name":"Hypergraph","level":2,"score":0.5953317284584045},{"id":"https://openalex.org/C3018390542","wikidata":"https://www.wikidata.org/wiki/Q1073","display_name":"Brain function","level":2,"score":0.5324180126190186},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5039815306663513},{"id":"https://openalex.org/C2781210498","wikidata":"https://www.wikidata.org/wiki/Q1869874","display_name":"Insomnia","level":2,"score":0.48467448353767395},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.48169976472854614},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43352049589157104},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4308478534221649},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.34479820728302},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.33524608612060547},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.313301146030426},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.27824243903160095},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.21674761176109314},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.14723923802375793},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.12802806496620178},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.10000845789909363}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3686490.3686522","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3686490.3686522","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 7th International Conference on Signal Processing and Machine Learning","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.46000000834465027,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W2612209543","https://openalex.org/W2622293088","https://openalex.org/W2779020697","https://openalex.org/W2792526188","https://openalex.org/W2793576554","https://openalex.org/W2802861806","https://openalex.org/W2803679388","https://openalex.org/W2898910026","https://openalex.org/W2977740258","https://openalex.org/W2992161452","https://openalex.org/W3005618618","https://openalex.org/W3021376323","https://openalex.org/W3142843228","https://openalex.org/W3199008037","https://openalex.org/W4229336522","https://openalex.org/W4284992359","https://openalex.org/W4285590361","https://openalex.org/W4386325573"],"related_works":["https://openalex.org/W4376608589","https://openalex.org/W1537073411","https://openalex.org/W1948107826","https://openalex.org/W3138003926","https://openalex.org/W1630514295","https://openalex.org/W4300037846","https://openalex.org/W4288275998","https://openalex.org/W2963081352","https://openalex.org/W4376608938","https://openalex.org/W2472555608"],"abstract_inverted_index":{"Insomnia":[0],"(ID)":[1],"is":[2,26,32],"a":[3,8,12,41,48,76,88,135],"chronic":[4],"sleep":[5],"disorder":[6],"with":[7,115,125],"high":[9],"prevalence":[10],"and":[11,23,28,68,99,104,117,121,133],"heavy":[13],"socioeconomic":[14],"burden.":[15],"Despite":[16],"extensive":[17],"research,":[18],"the":[19,29,66,81,85,101,105,139],"relationship":[20],"between":[21,61],"ID":[22,45,102],"brain":[24,63],"activity":[25],"complex":[27],"exact":[30],"etiology":[31],"difficult":[33],"to":[34,57,79,97],"determine.":[35],"In":[36],"this":[37],"study,":[38],"we":[39],"propose":[40],"prediction":[42],"framework":[43],"for":[44,138,145],"categorization.":[46],"First,":[47],"higher-order":[49,59],"functional":[50,70],"connectivity":[51,71],"network":[52,94],"was":[53,95],"constructed":[54],"using":[55],"hypergraphs":[56],"capture":[58],"interactions":[60],"multiple":[62],"ROIs.":[64],"Then,":[65],"high-":[67],"low-order":[69],"networks":[72],"are":[73],"fused":[74],"through":[75],"self-attentive":[77],"mechanism":[78],"utilize":[80],"complementary":[82],"information":[83],"of":[84,119,141],"features.":[86],"Finally,":[87],"spatio-temporally":[89],"structured":[90],"adaptive":[91],"graph":[92],"convolutional":[93],"used":[96],"classify":[98],"predict":[100],"dataset":[103],"normal":[106],"control":[107],"(NC)":[108],"group":[109],"collected":[110],"from":[111],"Qingdao":[112],"University":[113],"Hospital":[114],"accuracy":[116],"AUC":[118],"83.3%":[120],"83.5%,":[122],"respectively.":[123],"Compared":[124],"other":[126],"methods,":[127],"our":[128],"method":[129],"shows":[130],"excellent":[131],"performance":[132],"provides":[134],"promising":[136],"direction":[137],"development":[140],"effective":[142],"diagnostic":[143],"methods":[144],"insomnia.":[146]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
