{"id":"https://openalex.org/W4401748119","doi":"https://doi.org/10.1109/access.2024.3447901","title":"Semi-Supervised Seizure Prediction Based on Deep Pairwise Representation Alignment of Epileptic EEG Signals","display_name":"Semi-Supervised Seizure Prediction Based on Deep Pairwise Representation Alignment of Epileptic EEG Signals","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4401748119","doi":"https://doi.org/10.1109/access.2024.3447901"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3447901","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3447901","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2024.3447901","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5106662109","display_name":"Nan Qi","orcid":"https://orcid.org/0009-0003-6548-2004"},"institutions":[{"id":"https://openalex.org/I106645853","display_name":"Changchun University of Science and Technology","ror":"https://ror.org/007mntk44","country_code":"CN","type":"education","lineage":["https://openalex.org/I106645853"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Nan Qi","raw_affiliation_strings":["Department of Electronic and Information Engineering, Changchun University of Science and Technology, Changchun, China"],"raw_orcid":"https://orcid.org/0009-0003-6548-2004","affiliations":[{"raw_affiliation_string":"Department of Electronic and Information Engineering, Changchun University of Science and Technology, Changchun, China","institution_ids":["https://openalex.org/I106645853"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113342603","display_name":"Yan Piao","orcid":null},"institutions":[{"id":"https://openalex.org/I106645853","display_name":"Changchun University of Science and Technology","ror":"https://ror.org/007mntk44","country_code":"CN","type":"education","lineage":["https://openalex.org/I106645853"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yan Piao","raw_affiliation_strings":["Department of Electronic and Information Engineering, Changchun University of Science and Technology, Changchun, China"],"raw_orcid":"https://orcid.org/0009-0008-8691-196X","affiliations":[{"raw_affiliation_string":"Department of Electronic and Information Engineering, Changchun University of Science and Technology, Changchun, China","institution_ids":["https://openalex.org/I106645853"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100341230","display_name":"Qi Wang","orcid":"https://orcid.org/0000-0001-8665-3771"},"institutions":[{"id":"https://openalex.org/I106645853","display_name":"Changchun University of Science and Technology","ror":"https://ror.org/007mntk44","country_code":"CN","type":"education","lineage":["https://openalex.org/I106645853"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qi Wang","raw_affiliation_strings":["Department of Electronic and Information Engineering, Changchun University of Science and Technology, Changchun, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronic and Information Engineering, Changchun University of Science and Technology, Changchun, China","institution_ids":["https://openalex.org/I106645853"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Xin Li","orcid":"https://orcid.org/0009-0004-8206-6245"},"institutions":[{"id":"https://openalex.org/I106645853","display_name":"Changchun University of Science and Technology","ror":"https://ror.org/007mntk44","country_code":"CN","type":"education","lineage":["https://openalex.org/I106645853"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Li","raw_affiliation_strings":["Department of Electronic and Information Engineering, Changchun University of Science and Technology, Changchun, China"],"raw_orcid":"https://orcid.org/0009-0004-8206-6245","affiliations":[{"raw_affiliation_string":"Department of Electronic and Information Engineering, Changchun University of Science and Technology, Changchun, China","institution_ids":["https://openalex.org/I106645853"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5114269718","display_name":"Yue Wang","orcid":"https://orcid.org/0009-0009-1602-9389"},"institutions":[{"id":"https://openalex.org/I106645853","display_name":"Changchun University of Science and Technology","ror":"https://ror.org/007mntk44","country_code":"CN","type":"education","lineage":["https://openalex.org/I106645853"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yue Wang","raw_affiliation_strings":["Department of Electronic and Information Engineering, Changchun University of Science and Technology, Changchun, China"],"raw_orcid":"https://orcid.org/0009-0009-1602-9389","affiliations":[{"raw_affiliation_string":"Department of Electronic and Information Engineering, Changchun University of Science and Technology, Changchun, China","institution_ids":["https://openalex.org/I106645853"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5106662109"],"corresponding_institution_ids":["https://openalex.org/I106645853"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":1.6272,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.82913034,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"12","issue":null,"first_page":"119056","last_page":"119071"},"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/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9861000180244446,"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/T11184","display_name":"Neonatal and fetal brain pathology","score":0.9779999852180481,"subfield":{"id":"https://openalex.org/subfields/2735","display_name":"Pediatrics, Perinatology and Child Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/pairwise-comparison","display_name":"Pairwise comparison","score":0.7341722249984741},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.7315021753311157},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6884911060333252},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6370894312858582},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6059948801994324},{"id":"https://openalex.org/keywords/epileptic-seizure","display_name":"Epileptic seizure","score":0.6033632159233093},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5362647771835327},{"id":"https://openalex.org/keywords/epilepsy","display_name":"Epilepsy","score":0.5188921093940735},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.4039004445075989},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.1528065800666809},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.09860247373580933}],"concepts":[{"id":"https://openalex.org/C184898388","wikidata":"https://www.wikidata.org/wiki/Q1435712","display_name":"Pairwise comparison","level":2,"score":0.7341722249984741},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.7315021753311157},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6884911060333252},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6370894312858582},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6059948801994324},{"id":"https://openalex.org/C2779334592","wikidata":"https://www.wikidata.org/wiki/Q6279182","display_name":"Epileptic seizure","level":3,"score":0.6033632159233093},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5362647771835327},{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.5188921093940735},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.4039004445075989},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.1528065800666809},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.09860247373580933},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2024.3447901","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3447901","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:f085e5a8e333421091b5513fb5d6e47d","is_oa":true,"landing_page_url":"https://doaj.org/article/f085e5a8e333421091b5513fb5d6e47d","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 12, Pp 119056-119071 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3447901","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3447901","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G359962365","display_name":null,"funder_award_id":"20240101359JC","funder_id":"https://openalex.org/F4320310121","funder_display_name":"Natural Science Foundation of Jilin Province"}],"funders":[{"id":"https://openalex.org/F4320310121","display_name":"Natural Science Foundation of Jilin Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":50,"referenced_works":["https://openalex.org/W1556131344","https://openalex.org/W1731081199","https://openalex.org/W2027927824","https://openalex.org/W2057127352","https://openalex.org/W2127261457","https://openalex.org/W2169812774","https://openalex.org/W2246329527","https://openalex.org/W2317674142","https://openalex.org/W2460583509","https://openalex.org/W2531409750","https://openalex.org/W2594644573","https://openalex.org/W2777670961","https://openalex.org/W2783914690","https://openalex.org/W2799610518","https://openalex.org/W2804824909","https://openalex.org/W2887044684","https://openalex.org/W2888598199","https://openalex.org/W2898040341","https://openalex.org/W2904559787","https://openalex.org/W2940740645","https://openalex.org/W2944559085","https://openalex.org/W2951970475","https://openalex.org/W2962984603","https://openalex.org/W2963355311","https://openalex.org/W2966415767","https://openalex.org/W2968088593","https://openalex.org/W2976267777","https://openalex.org/W2978219229","https://openalex.org/W3083255269","https://openalex.org/W3125645205","https://openalex.org/W3127389222","https://openalex.org/W3137322316","https://openalex.org/W3156005160","https://openalex.org/W3172153656","https://openalex.org/W3192474593","https://openalex.org/W3197261948","https://openalex.org/W3204409915","https://openalex.org/W4210397188","https://openalex.org/W4213196408","https://openalex.org/W4285162718","https://openalex.org/W4389579639","https://openalex.org/W4390204163","https://openalex.org/W6633205339","https://openalex.org/W6733814495","https://openalex.org/W6762913911","https://openalex.org/W6764051988","https://openalex.org/W6767252517","https://openalex.org/W6773005947","https://openalex.org/W6784078097","https://openalex.org/W6802864417"],"related_works":["https://openalex.org/W2487162673","https://openalex.org/W2793211469","https://openalex.org/W2949152769","https://openalex.org/W4372354731","https://openalex.org/W2942366970","https://openalex.org/W2807634898","https://openalex.org/W1692008701","https://openalex.org/W2597588799","https://openalex.org/W2166624857","https://openalex.org/W2363907062"],"abstract_inverted_index":{"Electroencephalogram":[0],"(EEG)":[1],"signals":[2,5,127],"are":[3,16,143,155,180],"electrical":[4],"generated":[6],"by":[7],"the":[8,13,67,73,76,79,82,100,129,133,136,146,152,158,183,187,197,208],"activity":[9],"between":[10,99],"neurons":[11],"in":[12,29,81,113],"brain":[14],"and":[15,41,86,138,157,163,196,216],"already":[17],"extensively":[18],"applied":[19,28],"for":[20],"seizure":[21,30,108,211],"prediction.":[22],"Semi-supervised":[23],"learning":[24],"(SSL)":[25],"has":[26],"been":[27],"prediction":[31,109,212],"studies,":[32],"as":[33,225,227],"acquiring":[34],"labeled":[35,50,85,162,229],"EEG":[36,51,55,70,88,118,126,141,149,194,202],"data":[37,71,119,142,165,230],"can":[38],"be":[39],"time-consuming":[40],"costly.":[42],"Current":[43],"available":[44],"SSL":[45],"methods":[46,62],"use":[47],"far":[48],"fewer":[49],"samples":[52,56,89],"than":[53],"unlabeled":[54,87,140,164],"to":[57,94,124,175],"train":[58],"models.":[59],"However,":[60],"these":[61,236],"have":[63],"two":[64,101,237],"limitations.":[65],"First,":[66,116],"scarcity":[68],"of":[69,75,84,135,148,161,192],"limits":[72],"generalizability":[74],"model.":[77],"Second,":[78],"imbalance":[80],"numbers":[83],"during":[90],"model":[91],"training":[92],"leads":[93],"a":[95,105],"potential":[96],"distribution":[97],"mismatch":[98],"sample":[102],"types.":[103],"Therefore,":[104],"novel":[106],"semi-supervised":[107,210],"method":[110,185,213],"is":[111,122,166,173,214],"designed":[112],"this":[114],"study.":[115],"an":[117],"augmentation":[120],"network":[121],"used":[123],"augment":[125],"at":[128],"signal":[130],"level.":[131],"Then,":[132],"labels":[134,154],"original":[137],"augmented":[139],"acquired":[144,153],"from":[145],"spectrograms":[147],"signals.":[150],"Subsequently,":[151],"sharpened":[156],"convex":[159],"combination":[160],"computed.":[167],"Finally,":[168],"deep":[169],"pairwise":[170],"representation":[171],"alignment":[172],"performed":[174],"predict":[176],"seizures.":[177],"Several":[178],"experiments":[179],"conducted":[181],"using":[182],"proposed":[184,209],"on":[186,235],"Children\u2019s":[188],"Hospital":[189],"Boston-Massachusetts":[190],"Institute":[191],"Technology":[193],"database":[195],"Kaggle":[198],"Epilepsy":[199],"Prediction":[200],"Challenge":[201],"database.":[203],"The":[204],"results":[205,223],"show":[206],"that":[207,219],"effective":[215],"reliable,":[217],"given":[218],"it":[220],"provides":[221],"satisfactory":[222],"with":[224],"few":[226],"25":[228],"per":[231],"class":[232],"when":[233],"trained":[234],"datasets.":[238]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}