{"id":"https://openalex.org/W4409157419","doi":"https://doi.org/10.1142/s0129065725500340","title":"Tiny Convolutional Neural Network with Supervised Contrastive Learning for Epileptic Seizure Prediction","display_name":"Tiny Convolutional Neural Network with Supervised Contrastive Learning for Epileptic Seizure Prediction","publication_year":2025,"publication_date":"2025-04-05","ids":{"openalex":"https://openalex.org/W4409157419","doi":"https://doi.org/10.1142/s0129065725500340","pmid":"https://pubmed.ncbi.nlm.nih.gov/40289787"},"language":"en","primary_location":{"id":"doi:10.1142/s0129065725500340","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0129065725500340","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/A5101986040","display_name":"Yongfeng Zhang","orcid":"https://orcid.org/0009-0001-5524-2053"},"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":"Yongfeng Zhang","raw_affiliation_strings":["School of Information Science and Engineering, Shandong Normal University, Jinan 250358, P.\u00a0R.\u00a0China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shandong Normal University, Jinan 250358, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I28006308"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101918959","display_name":"Hailing Feng","orcid":"https://orcid.org/0009-0002-8150-9214"},"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":"Hailing Feng","raw_affiliation_strings":["School of Information Science and Engineering, Shandong Normal University, Jinan 250358, P.\u00a0R.\u00a0China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shandong Normal University, Jinan 250358, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I28006308"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Shuai Wang","orcid":"https://orcid.org/0009-0008-7647-8816"},"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":"Shuai Wang","raw_affiliation_strings":["School of Information Science and Engineering, Shandong Normal University, Jinan 250358, P.\u00a0R.\u00a0China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shandong Normal University, Jinan 250358, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I28006308"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018562878","display_name":"Hongbin Lv","orcid":"https://orcid.org/0009-0005-9230-8073"},"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":"Hongbin Lv","raw_affiliation_strings":["School of Information Science and Engineering, Shandong Normal University, Jinan 250358, P.\u00a0R.\u00a0China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shandong Normal University, Jinan 250358, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I28006308"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077850479","display_name":"Tiantian Xiao","orcid":"https://orcid.org/0009-0008-5108-1441"},"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":"Tiantian Xiao","raw_affiliation_strings":["School of Information Science and Engineering, Shandong Normal University, Jinan 250358, P.\u00a0R.\u00a0China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shandong Normal University, Jinan 250358, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I28006308"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100389388","display_name":"Ziwei Wang","orcid":"https://orcid.org/0009-0006-0081-9456"},"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":"Ziwei Wang","raw_affiliation_strings":["School of Information Science and Engineering, Shandong Normal University, Jinan 250358, P.\u00a0R.\u00a0China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shandong Normal University, Jinan 250358, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I28006308"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019224830","display_name":"Yanna Zhao","orcid":"https://orcid.org/0000-0001-7154-6949"},"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":"Yanna Zhao","raw_affiliation_strings":["School of Information Science and Engineering, Shandong Normal University, Jinan 250358, P.\u00a0R.\u00a0China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, 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/A5101986040"],"corresponding_institution_ids":["https://openalex.org/I28006308"],"apc_list":null,"apc_paid":null,"fwci":1.3448,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.78070624,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"35","issue":"07","first_page":"2550034","last_page":"2550034"},"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9955999851226807,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"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":0.9659000039100647,"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":0.7062309980392456},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6387938857078552},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.48109811544418335},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4360952377319336},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3311339020729065}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7062309980392456},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6387938857078552},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.48109811544418335},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4360952377319336},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3311339020729065}],"mesh":[{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000098415","descriptor_name":"Convolutional Neural Networks","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000098415","descriptor_name":"Convolutional Neural Networks","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000098415","descriptor_name":"Convolutional Neural Networks","qualifier_ui":null,"qualifier_name":null,"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":"D004827","descriptor_name":"Epilepsy","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D004827","descriptor_name":"Epilepsy","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D004827","descriptor_name":"Epilepsy","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D004827","descriptor_name":"Epilepsy","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":true},{"descriptor_ui":"D004827","descriptor_name":"Epilepsy","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":true},{"descriptor_ui":"D004827","descriptor_name":"Epilepsy","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":true},{"descriptor_ui":"D005583","descriptor_name":"Fourier Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005583","descriptor_name":"Fourier Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005583","descriptor_name":"Fourier Analysis","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":"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":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1142/s0129065725500340","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0129065725500340","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:40289787","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40289787","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":[],"awards":[{"id":"https://openalex.org/G7031876435","display_name":null,"funder_award_id":"ZR2022MF349","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"}],"funders":[{"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":45,"referenced_works":["https://openalex.org/W2096733369","https://openalex.org/W2138621090","https://openalex.org/W2154601099","https://openalex.org/W2171590421","https://openalex.org/W2771517407","https://openalex.org/W2898040341","https://openalex.org/W2963775347","https://openalex.org/W3042240997","https://openalex.org/W3118794207","https://openalex.org/W3160538748","https://openalex.org/W3165065619","https://openalex.org/W3177667650","https://openalex.org/W3178586369","https://openalex.org/W4200130259","https://openalex.org/W4206950240","https://openalex.org/W4214712775","https://openalex.org/W4220912912","https://openalex.org/W4224219193","https://openalex.org/W4281632656","https://openalex.org/W4283702385","https://openalex.org/W4285111878","https://openalex.org/W4285165236","https://openalex.org/W4285799170","https://openalex.org/W4286493315","https://openalex.org/W4289170234","https://openalex.org/W4293661173","https://openalex.org/W4310255287","https://openalex.org/W4310861696","https://openalex.org/W4311686796","https://openalex.org/W4312081453","https://openalex.org/W4312213554","https://openalex.org/W4312535632","https://openalex.org/W4313431595","https://openalex.org/W4313490811","https://openalex.org/W4381739313","https://openalex.org/W4381740456","https://openalex.org/W4385606408","https://openalex.org/W4386221018","https://openalex.org/W4386807062","https://openalex.org/W4387385719","https://openalex.org/W4388342824","https://openalex.org/W4389856935","https://openalex.org/W4394958827","https://openalex.org/W4396850224","https://openalex.org/W4402071345"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W2033914206"],"abstract_inverted_index":{"Automatic":[0],"seizure":[1],"prediction":[2,53],"based":[3,73],"on":[4,74,151],"ElectroEncephaloGraphy":[5],"(EEG)":[6],"ensures":[7],"the":[8,29,91,102,111,116,121,152],"safety":[9],"of":[10,32,115,125,132,160],"patients":[11,56],"with":[12,135,157],"epilepsy":[13],"and":[14,67,79,99,154],"mitigates":[15],"anxiety.":[16],"In":[17],"recent":[18],"years,":[19],"significant":[20,50],"progress":[21],"has":[22],"been":[23],"made":[24],"in":[25,52],"this":[26],"field.":[27],"However,":[28],"predictive":[30],"performance":[31],"existing":[33],"methods":[34],"encounters":[35],"a":[36,158],"bottleneck":[37],"that":[38],"is":[39,87],"difficult":[40],"to":[41,90,109],"overcome.":[42],"Moreover,":[43],"there":[44],"are":[45,71,97,149],"certain":[46],"limitations":[47],"such":[48],"as":[49],"differences":[51],"efficacy":[54],"among":[55],"or":[57],"intricate":[58],"model":[59],"structures.":[60],"Given":[61],"these":[62],"considerations,":[63],"Siamese":[64],"Network":[65,69],"(SiaNet)":[66],"Triplet":[68],"(TriNet)":[70],"proposed":[72],"tiny":[75],"convolutional":[76],"neural":[77],"network":[78],"supervised":[80],"contrastive":[81,145],"learning.":[82,146],"Short-Time":[83],"Fourier":[84],"Transform":[85],"(STFT)":[86],"first":[88],"applied":[89],"pre-processed":[92],"data.":[93],"Then":[94],"data":[95],"tuples":[96],"constructed":[98],"fed":[100],"into":[101],"networks":[103,107,130],"for":[104],"training.":[105],"Both":[106],"try":[108],"minimize":[110],"interval":[112,122],"between":[113,123],"samples":[114,124],"same":[117],"class":[118],"while":[119],"maximize":[120],"different":[126],"classes.":[127],"The":[128],"two":[129],"consist":[131],"multiple":[133],"branches":[134],"shared":[136],"weights,":[137],"which":[138],"can":[139],"learn":[140],"from":[141],"each":[142],"other":[143],"via":[144],"Promising":[147],"results":[148],"obtained":[150],"CHB-MIT":[153],"Siena":[155],"datasets,":[156],"total":[159],"35":[161],"patients.":[162],"Meanwhile,":[163],"both":[164],"models":[165],"have":[166],"only":[167],"19.351K":[168],"parameters.":[169]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-13T07:58:08.660418","created_date":"2025-04-05T00:00:00"}
