{"id":"https://openalex.org/W4405948930","doi":"https://doi.org/10.1142/s012906572550008x","title":"A Novel State Space Model with Dynamic Graphic Neural Network for EEG Event Detection","display_name":"A Novel State Space Model with Dynamic Graphic Neural Network for EEG Event Detection","publication_year":2024,"publication_date":"2024-12-31","ids":{"openalex":"https://openalex.org/W4405948930","doi":"https://doi.org/10.1142/s012906572550008x","pmid":"https://pubmed.ncbi.nlm.nih.gov/39962836"},"language":"en","primary_location":{"id":"doi:10.1142/s012906572550008x","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s012906572550008x","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Neural Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5015719988","display_name":"Xinying Li","orcid":null},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinying Li","raw_affiliation_strings":["School of Information Science and Technology, Fudan University, Shanghai 200433, P. R. China"],"raw_orcid":"https://orcid.org/0009-0003-3941-8391","affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Fudan University, Shanghai 200433, P. R. China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015952372","display_name":"Shengjie Yan","orcid":"https://orcid.org/0000-0001-8479-4423"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shengjie Yan","raw_affiliation_strings":["School of Information Science and Technology, Fudan University, Shanghai 200433, P. R. China"],"raw_orcid":"https://orcid.org/0000-0001-8479-4423","affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Fudan University, Shanghai 200433, P. R. China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064823120","display_name":"Yonglin Wu","orcid":"https://orcid.org/0000-0001-6177-0517"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yonglin Wu","raw_affiliation_strings":["School of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai 200241, P. R. China"],"raw_orcid":"https://orcid.org/0000-0001-6177-0517","affiliations":[{"raw_affiliation_string":"School of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai 200241, P. R. China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076568602","display_name":"Chenyun Dai","orcid":"https://orcid.org/0000-0002-3056-4339"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chenyun Dai","raw_affiliation_strings":["School of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai 200241, P. R. China"],"raw_orcid":"https://orcid.org/0000-0002-3056-4339","affiliations":[{"raw_affiliation_string":"School of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai 200241, P. R. China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101544334","display_name":"Yao Guo","orcid":"https://orcid.org/0000-0002-9300-5817"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yao Guo","raw_affiliation_strings":["School of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai 200241, P. R. China"],"raw_orcid":"https://orcid.org/0000-0002-9300-5817","affiliations":[{"raw_affiliation_string":"School of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai 200241, P. R. China","institution_ids":["https://openalex.org/I183067930"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5015952372","https://openalex.org/A5101544334"],"corresponding_institution_ids":["https://openalex.org/I183067930","https://openalex.org/I24943067"],"apc_list":null,"apc_paid":null,"fwci":2.934,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.91554231,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"35","issue":"03","first_page":"2550008","last_page":"2550008"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":1.0,"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":1.0,"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/T11021","display_name":"ECG Monitoring and Analysis","score":0.9905999898910522,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9828000068664551,"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":0.7900949120521545},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.7740190625190735},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5962331891059875},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5738525986671448},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.5361618399620056},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.41996875405311584},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3308076560497284}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7900949120521545},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.7740190625190735},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5962331891059875},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5738525986671448},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.5361618399620056},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.41996875405311584},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3308076560497284},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":true},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":true},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":true},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012894","descriptor_name":"Sleep Stages","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D012894","descriptor_name":"Sleep Stages","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D012894","descriptor_name":"Sleep Stages","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1142/s012906572550008x","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s012906572550008x","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Neural Systems","raw_type":"journal-article"},{"id":"pmid:39962836","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39962836","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International journal of neural systems","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8","score":0.5400000214576721}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W2064675550","https://openalex.org/W2081895431","https://openalex.org/W2084680213","https://openalex.org/W2091124362","https://openalex.org/W2736832651","https://openalex.org/W2771517407","https://openalex.org/W2915893085","https://openalex.org/W2921440296","https://openalex.org/W2951934944","https://openalex.org/W2963290013","https://openalex.org/W2966126335","https://openalex.org/W3033739625","https://openalex.org/W3044656331","https://openalex.org/W3081203761","https://openalex.org/W3082319289","https://openalex.org/W3096648358","https://openalex.org/W3156463266","https://openalex.org/W3184196062","https://openalex.org/W4205337801","https://openalex.org/W4212890525","https://openalex.org/W4231057675","https://openalex.org/W4234795407","https://openalex.org/W4241115065","https://openalex.org/W4286579687","https://openalex.org/W4313431595","https://openalex.org/W4313490811","https://openalex.org/W4376636533","https://openalex.org/W4381739313","https://openalex.org/W4388342824","https://openalex.org/W4390267885","https://openalex.org/W4390820988","https://openalex.org/W4404788945"],"related_works":["https://openalex.org/W2032664813","https://openalex.org/W2601157893","https://openalex.org/W2373006798","https://openalex.org/W2131735617","https://openalex.org/W2056912418","https://openalex.org/W2033213769","https://openalex.org/W4312376745","https://openalex.org/W2136016640","https://openalex.org/W2049538278","https://openalex.org/W2886173746"],"abstract_inverted_index":{"Electroencephalography":[0],"(EEG)":[1],"is":[2,110,140],"a":[3,113],"widely":[4],"used":[5],"physiological":[6],"signal":[7],"to":[8,91,97,117,181],"obtain":[9],"information":[10,122],"of":[11,63,82,130,185,201],"brain":[12,70],"activity,":[13],"and":[14,29,46,51,65,72,101,161,177,206],"its":[15],"automatic":[16,33],"detection":[17,27,34,160,205],"holds":[18],"significant":[19],"research":[20],"importance,":[21],"which":[22],"saves":[23],"doctors'":[24],"time,":[25],"improves":[26],"efficiency":[28],"accuracy.":[30],"However,":[31],"current":[32],"studies":[35],"face":[36],"several":[37],"challenges:":[38],"large":[39],"EEG":[40,96,124,154],"data":[41,49,99,188],"volumes":[42],"require":[43],"substantial":[44],"time":[45],"space":[47,132],"for":[48,153,203],"reading":[50],"model":[52,108,150,215],"training;":[53],"EEG's":[54],"long-term":[55],"dependencies":[56],"test":[57],"the":[58,66,73,80,105,120,128,168,186,194,208,213],"temporal":[59,114,121],"feature":[60,115,137],"extraction":[61],"capabilities":[62],"models;":[64],"dynamic":[67],"changes":[68],"in":[69,123,135,207],"activity":[71],"non-Euclidean":[74],"spatial":[75,83,136],"structure":[76],"between":[77],"electrodes":[78],"complicate":[79],"acquisition":[81],"information.":[84],"The":[85],"proposed":[86,169,214],"method":[87,170],"uses":[88],"range-EEG":[89],"(rEEG)":[90],"extract":[92],"time-frequency":[93],"features":[94],"from":[95],"reduce":[98],"volume":[100],"resource":[102],"consumption.":[103],"Additionally,":[104],"next-generation":[106],"state-space":[107],"Mamba":[109,139],"utilized":[111],"as":[112],"extractor":[116],"effectively":[118],"capture":[119],"data.":[125],"To":[126],"address":[127],"limitations":[129],"state":[131],"models":[133],"(SSMs)":[134],"extraction,":[138],"combined":[141],"with":[142],"Dynamic":[143],"Graph":[144],"Neural":[145],"Networks,":[146],"creating":[147],"an":[148,199],"efficient":[149],"called":[151],"DG-Mamba":[152,197],"event":[155],"detection.":[156],"Testing":[157],"on":[158],"seizure":[159,204],"sleep":[162,209],"stage":[163,210],"classification":[164,211],"tasks":[165],"showed":[166],"that":[167],"improved":[171],"training":[172],"speed":[173],"by":[174],"10":[175],"times":[176],"reduced":[178],"memory":[179],"usage":[180],"less":[182],"than":[183],"one-seventh":[184],"original":[187],"while":[189],"maintaining":[190],"superior":[191],"performance.":[192],"On":[193],"TUSZ":[195],"dataset,":[196],"achieved":[198],"AUROC":[200],"0.931":[202],"task,":[212],"surpassed":[216],"all":[217],"baselines.":[218]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":6}],"updated_date":"2026-05-04T08:30:34.212998","created_date":"2025-10-10T00:00:00"}