{"id":"https://openalex.org/W4400825665","doi":"https://doi.org/10.1142/s0129065724500606","title":"Efficient EEG Feature Learning Model Combining Random Convolutional Kernel with Wavelet Scattering for Seizure Detection","display_name":"Efficient EEG Feature Learning Model Combining Random Convolutional Kernel with Wavelet Scattering for Seizure Detection","publication_year":2024,"publication_date":"2024-07-19","ids":{"openalex":"https://openalex.org/W4400825665","doi":"https://doi.org/10.1142/s0129065724500606"},"language":"en","primary_location":{"id":"doi:10.1142/s0129065724500606","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0129065724500606","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"],"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/A5111262728","display_name":"Yasheng Liu","orcid":null},"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":"Yasheng Liu","raw_affiliation_strings":["Shandong Province Key Laboratory of Medical Physics and Image Processing Technology, School of Physics and Electronics, Shandong Normal University, Jinan 250358, P.\u00a0R.\u00a0China"],"affiliations":[{"raw_affiliation_string":"Shandong Province Key Laboratory of Medical Physics and Image Processing Technology, School of Physics and Electronics, Shandong Normal University, Jinan 250358, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I28006308"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056945892","display_name":"Yong\u2010hui Jiang","orcid":"https://orcid.org/0000-0001-6188-8806"},"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":"Yonghui Jiang","raw_affiliation_strings":["Shandong Province Key Laboratory of Medical Physics and Image Processing Technology, School of Physics and Electronics, Shandong Normal University, Jinan 250358, P.\u00a0R.\u00a0China"],"affiliations":[{"raw_affiliation_string":"Shandong Province Key Laboratory of Medical Physics and Image Processing Technology, School of Physics and Electronics, Shandong Normal University, Jinan 250358, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I28006308"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100454210","display_name":"Jie Liu","orcid":"https://orcid.org/0000-0003-3307-1975"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Liu","raw_affiliation_strings":["Department of Pediatric Intensive Care Unit, Shandong Provincial Maternal and Child Health Care Hospital, Affiliated to Qingdao University, Jinan 250014, P.\u00a0R.\u00a0China"],"affiliations":[{"raw_affiliation_string":"Department of Pediatric Intensive Care Unit, Shandong Provincial Maternal and Child Health Care Hospital, Affiliated to Qingdao University, Jinan 250014, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I108688024"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039808795","display_name":"Jie Li","orcid":"https://orcid.org/0000-0002-6912-3346"},"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":"Jie Li","raw_affiliation_strings":["Shandong Province Key Laboratory of Medical Physics and Image Processing Technology, School of Physics and Electronics, Shandong Normal University, Jinan 250358, P.\u00a0R.\u00a0China"],"affiliations":[{"raw_affiliation_string":"Shandong Province Key Laboratory of Medical Physics and Image Processing Technology, School of Physics and Electronics, Shandong Normal University, Jinan 250358, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I28006308"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081019120","display_name":"Mingze Liu","orcid":"https://orcid.org/0009-0000-6569-382X"},"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":"Mingze Liu","raw_affiliation_strings":["Shandong Province Key Laboratory of Medical Physics and Image Processing Technology, School of Physics and Electronics, Shandong Normal University, Jinan 250358, P.\u00a0R.\u00a0China"],"affiliations":[{"raw_affiliation_string":"Shandong Province Key Laboratory of Medical Physics and Image Processing Technology, School of Physics and Electronics, Shandong Normal University, Jinan 250358, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I28006308"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056899169","display_name":"Weiwei Nie","orcid":null},"institutions":[{"id":"https://openalex.org/I4210163399","display_name":"Shandong First Medical University","ror":"https://ror.org/05jb9pq57","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163399"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weiwei Nie","raw_affiliation_strings":["The First Affiliated Hospital of Shandong First Medical University, Shandong First Medical University, Jinan 250014, P.\u00a0R.\u00a0China"],"affiliations":[{"raw_affiliation_string":"The First Affiliated Hospital of Shandong First Medical University, Shandong First Medical University, Jinan 250014, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I4210163399"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019180907","display_name":"Qi Yuan","orcid":"https://orcid.org/0000-0002-1342-3374"},"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":"Qi Yuan","raw_affiliation_strings":["Shandong Province Key Laboratory of Medical Physics and Image Processing Technology, School of Physics and Electronics, Shandong Normal University, Jinan 250358, P.\u00a0R.\u00a0China"],"affiliations":[{"raw_affiliation_string":"Shandong Province Key Laboratory of Medical Physics and Image Processing Technology, School of Physics and Electronics, Shandong Normal University, Jinan 250358, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I28006308"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5111262728"],"corresponding_institution_ids":["https://openalex.org/I28006308"],"apc_list":null,"apc_paid":null,"fwci":5.4512,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.96546491,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"34","issue":"11","first_page":null,"last_page":null},"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/T11447","display_name":"Blind Source Separation Techniques","score":0.9955000281333923,"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9898999929428101,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/artificial-intelligence","display_name":"Artificial intelligence","score":0.7198206186294556},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6944222450256348},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6930501461029053},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.6597747206687927},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5939439535140991},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.46556735038757324},{"id":"https://openalex.org/keywords/wavelet","display_name":"Wavelet","score":0.4545416831970215},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4287009537220001},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.34963464736938477},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3230035901069641},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.07986754179000854}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7198206186294556},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6944222450256348},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6930501461029053},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.6597747206687927},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5939439535140991},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.46556735038757324},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.4545416831970215},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4287009537220001},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34963464736938477},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3230035901069641},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.07986754179000854},{"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},{"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:10.1142/s0129065724500606","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0129065724500606","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"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3982910504","display_name":null,"funder_award_id":"2017M622219","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G7726305087","display_name":null,"funder_award_id":"ZR202102250786","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G8549628653","display_name":null,"funder_award_id":"ZR2023MF068","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"}],"funders":[{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"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":61,"referenced_works":["https://openalex.org/W2072072671","https://openalex.org/W2119234283","https://openalex.org/W2154601099","https://openalex.org/W2345279893","https://openalex.org/W2584043716","https://openalex.org/W2736832651","https://openalex.org/W2771517407","https://openalex.org/W2795691199","https://openalex.org/W2898040341","https://openalex.org/W2921440296","https://openalex.org/W2963290013","https://openalex.org/W2966126335","https://openalex.org/W2982438846","https://openalex.org/W2991524019","https://openalex.org/W2992989584","https://openalex.org/W3007502327","https://openalex.org/W3015375075","https://openalex.org/W3032515910","https://openalex.org/W3038583522","https://openalex.org/W3042807565","https://openalex.org/W3045153122","https://openalex.org/W3080347240","https://openalex.org/W3082062168","https://openalex.org/W3082969959","https://openalex.org/W3097682834","https://openalex.org/W3103298250","https://openalex.org/W3110662188","https://openalex.org/W3112330479","https://openalex.org/W3114531887","https://openalex.org/W3118794207","https://openalex.org/W3180490839","https://openalex.org/W3189413523","https://openalex.org/W3190461479","https://openalex.org/W3194175638","https://openalex.org/W3202364339","https://openalex.org/W4200545967","https://openalex.org/W4205337801","https://openalex.org/W4220653727","https://openalex.org/W4221004946","https://openalex.org/W4229065596","https://openalex.org/W4229082241","https://openalex.org/W4281632656","https://openalex.org/W4286579687","https://openalex.org/W4297804594","https://openalex.org/W4300821173","https://openalex.org/W4302010981","https://openalex.org/W4313490811","https://openalex.org/W4320402145","https://openalex.org/W4362472185","https://openalex.org/W4372259834","https://openalex.org/W4380854508","https://openalex.org/W4381739313","https://openalex.org/W4386121763","https://openalex.org/W4386365883","https://openalex.org/W4386807062","https://openalex.org/W4386931843","https://openalex.org/W4387129869","https://openalex.org/W4387197177","https://openalex.org/W4388342824","https://openalex.org/W4389856935","https://openalex.org/W4394958826"],"related_works":["https://openalex.org/W2922348724","https://openalex.org/W200322357","https://openalex.org/W4226493464","https://openalex.org/W4312417841","https://openalex.org/W3193565141","https://openalex.org/W3133861977","https://openalex.org/W2951211570","https://openalex.org/W3103566983","https://openalex.org/W3167935049","https://openalex.org/W3029198973"],"abstract_inverted_index":{"Automatic":[0],"seizure":[1,28,67,132,158,197],"detection":[2,133,159],"has":[3],"significant":[4,91],"value":[5],"in":[6],"epilepsy":[7],"diagnosis":[8],"and":[9,33,100,108,172,177,195],"treatment.":[10],"Although":[11],"a":[12,49,79,156],"variety":[13],"of":[14,36,43,78,84,105,121,169],"deep":[15,38],"learning":[16,65,152],"models":[17,39],"have":[18],"been":[19],"proposed":[20,187],"to":[21,154],"automatically":[22],"learn":[23],"electroencephalography":[24],"(EEG)":[25],"features":[26,93],"for":[27,62,66,193],"detection,":[29],"the":[30,41,76,90,97,119,122,137,175,186],"generalization":[31],"performance":[32],"computational":[34],"burden":[35],"such":[37],"remain":[40],"bottleneck":[42],"practical":[44],"application.":[45],"In":[46],"this":[47,149],"study,":[48],"novel":[50],"lightweight":[51],"model":[52,115,153],"based":[53],"on":[54,174],"random":[55,70],"convolutional":[56,71,101],"kernel":[57],"transform":[58,87],"(ROCKET)":[59],"is":[60],"developed":[61],"EEG":[63,92,150,179],"feature":[64,151],"detection.":[68,198],"Specifically,":[69],"kernels":[72],"are":[73,94],"embedded":[74],"into":[75,131],"structure":[77],"wavelet":[80,86],"scattering":[81,98],"network":[82],"instead":[83],"original":[85],"convolutions.":[88],"Then":[89],"selected":[95],"from":[96,125],"coefficients":[99],"outputs":[102],"by":[103,134],"analysis":[104],"variance":[106],"(ANOVA)":[107],"minimum":[109],"redundancy-maximum":[110],"relevance":[111],"(MRMR)":[112],"methods.":[113],"This":[114],"not":[116],"only":[117,136],"preserves":[118],"merits":[120],"fast-training":[123],"process":[124],"ROCKET,":[126],"but":[127],"also":[128],"provides":[129],"insight":[130],"retaining":[135],"helpful":[138],"channels.":[139],"The":[140,181],"extreme":[141],"gradient":[142],"boosting":[143],"(XGboost)":[144],"classifier":[145],"was":[146],"combined":[147],"with":[148,166],"build":[155],"comprehensive":[157],"system":[160],"that":[161,185],"achieved":[162],"promising":[163],"epoch-based":[164],"results,":[165],"over":[167],"90%":[168],"both":[170],"sensitivity":[171],"specificity":[173],"scalp":[176],"intracranial":[178],"databases.":[180],"experimental":[182],"comparisons":[183],"showed":[184],"method":[188],"outperformed":[189],"other":[190],"state-of-the-art":[191],"methods":[192],"cross-patient":[194],"patient-specific":[196]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":1}],"updated_date":"2025-12-23T23:11:35.936235","created_date":"2024-07-20T00:00:00"}