{"id":"https://openalex.org/W4399728001","doi":"https://doi.org/10.1109/access.2024.3415786","title":"Transfer Learning for the Identification of Paediatric EEGs With Interictal Epileptiform Abnormalities","display_name":"Transfer Learning for the Identification of Paediatric EEGs With Interictal Epileptiform Abnormalities","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4399728001","doi":"https://doi.org/10.1109/access.2024.3415786"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3415786","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3415786","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.2024.3415786","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5042387371","display_name":"Lan Wei","orcid":"https://orcid.org/0000-0002-7236-3965"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":true,"raw_author_name":"Lan Wei","raw_affiliation_strings":["FutureNeuro SFI Research Centre, UCD School of Computer Science, University College Dublin, Dublin 4, Ireland"],"raw_orcid":"https://orcid.org/0000-0002-7236-3965","affiliations":[{"raw_affiliation_string":"FutureNeuro SFI Research Centre, UCD School of Computer Science, University College Dublin, Dublin 4, Ireland","institution_ids":["https://openalex.org/I100930933"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017165838","display_name":"John C. McHugh","orcid":"https://orcid.org/0000-0001-7726-7553"},"institutions":[{"id":"https://openalex.org/I3017411684","display_name":"Children's Health Ireland at Crumlin","ror":"https://ror.org/025qedy81","country_code":"IE","type":"healthcare","lineage":["https://openalex.org/I3017411684"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"John C. Mchugh","raw_affiliation_strings":["Clinical Neurophysiology Department, Children&#x2019;s Health Ireland at Crumlin (CHI Crumlin), Crumlin, Dublin 4, Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinical Neurophysiology Department, Children&#x2019;s Health Ireland at Crumlin (CHI Crumlin), Crumlin, Dublin 4, Ireland","institution_ids":["https://openalex.org/I3017411684"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061456583","display_name":"Catherine Mooney","orcid":"https://orcid.org/0000-0002-7696-1364"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Catherine Mooney","raw_affiliation_strings":["FutureNeuro SFI Research Centre, UCD School of Computer Science, University College Dublin, Dublin 4, Ireland"],"raw_orcid":"https://orcid.org/0000-0002-7696-1364","affiliations":[{"raw_affiliation_string":"FutureNeuro SFI Research Centre, UCD School of Computer Science, University College Dublin, Dublin 4, Ireland","institution_ids":["https://openalex.org/I100930933"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5042387371"],"corresponding_institution_ids":["https://openalex.org/I100930933"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":1.9527,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.85327591,"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":"86073","last_page":"86082"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9997000098228455,"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":0.9997000098228455,"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":0.9957000017166138,"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/T11184","display_name":"Neonatal and fetal brain pathology","score":0.9927999973297119,"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/ictal","display_name":"Ictal","score":0.7569547891616821},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.5944903492927551},{"id":"https://openalex.org/keywords/epilepsy","display_name":"Epilepsy","score":0.5386260747909546},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.5362076163291931},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.5168095827102661},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4624806344509125},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.3524947166442871},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.29368096590042114},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.14700782299041748}],"concepts":[{"id":"https://openalex.org/C17755696","wikidata":"https://www.wikidata.org/wiki/Q16564780","display_name":"Ictal","level":3,"score":0.7569547891616821},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.5944903492927551},{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.5386260747909546},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.5362076163291931},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.5168095827102661},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4624806344509125},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.3524947166442871},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.29368096590042114},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.14700782299041748},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2024.3415786","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3415786","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:e90acf627903434786153a3a73c9c670","is_oa":true,"landing_page_url":"https://doaj.org/article/e90acf627903434786153a3a73c9c670","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 86073-86082 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3415786","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3415786","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":[{"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2","score":0.5400000214576721}],"awards":[],"funders":[{"id":"https://openalex.org/F4320335322","display_name":"European Regional Development Fund","ror":"https://ror.org/00k4n6c32"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":51,"referenced_works":["https://openalex.org/W105543637","https://openalex.org/W1522301498","https://openalex.org/W1686810756","https://openalex.org/W1839936022","https://openalex.org/W1877153489","https://openalex.org/W1978303326","https://openalex.org/W1980553000","https://openalex.org/W2070292941","https://openalex.org/W2127297516","https://openalex.org/W2151182412","https://openalex.org/W2183341477","https://openalex.org/W2194775991","https://openalex.org/W2503613478","https://openalex.org/W2793434480","https://openalex.org/W2899434507","https://openalex.org/W2902644322","https://openalex.org/W2915893085","https://openalex.org/W2946904624","https://openalex.org/W2959800215","https://openalex.org/W2963446712","https://openalex.org/W2976174953","https://openalex.org/W2997591727","https://openalex.org/W3014558148","https://openalex.org/W3082134234","https://openalex.org/W3121971531","https://openalex.org/W3126201199","https://openalex.org/W3130192038","https://openalex.org/W3137650272","https://openalex.org/W3156011032","https://openalex.org/W3172362366","https://openalex.org/W3176921055","https://openalex.org/W3187338969","https://openalex.org/W3198414654","https://openalex.org/W3203734603","https://openalex.org/W4213175217","https://openalex.org/W4221019021","https://openalex.org/W4225295961","https://openalex.org/W4254751698","https://openalex.org/W4283266936","https://openalex.org/W4294253307","https://openalex.org/W4311742343","https://openalex.org/W4320029532","https://openalex.org/W4362700702","https://openalex.org/W4366985479","https://openalex.org/W4385556970","https://openalex.org/W4388473364","https://openalex.org/W4392307303","https://openalex.org/W6631190155","https://openalex.org/W6637373629","https://openalex.org/W6737947904","https://openalex.org/W7064071777"],"related_works":["https://openalex.org/W2075017247","https://openalex.org/W1988222024","https://openalex.org/W2078261043","https://openalex.org/W4318917056","https://openalex.org/W3000816921","https://openalex.org/W2790392165","https://openalex.org/W2951497492","https://openalex.org/W2405240590","https://openalex.org/W2809907213","https://openalex.org/W3091390542"],"abstract_inverted_index":{"EEG":[0,108],"is":[1,14,39],"a":[2,40,136,143,148,179],"test":[3,186],"that":[4,43,157],"helps":[5],"in":[6,51,212,220],"the":[7,18,52,71,158,163,185,197,213,224],"clinical":[8,225],"diagnosis":[9,13,226],"of":[10,20,31,35,54,67,73,171,176,182,215,227],"epilepsy.":[11,228],"Epilepsy":[12],"facilitated":[15],"by":[16,202],"establishing":[17],"presence":[19],"interictal":[21,36,88,194],"epileptiform":[22,37,57,218],"abnormalities":[23,58,195,219],"on":[24,64,184],"EEG,":[25],"which":[26],"predict":[27],"an":[28,169,173],"increased":[29],"risk":[30],"seizure.":[32],"The":[33,76,154],"identification":[34],"discharges":[38],"time-consuming":[41],"task":[42],"requires":[44],"highly-trained":[45],"experts.":[46],"A":[47,138],"method":[48,146,161,191,209],"to":[49],"assist":[50,211],"recognition":[53,214],"EEGs":[55,83,216],"with":[56,81,87,217],"was":[59,92,140],"developed":[60,134],"using":[61],"transfer":[62,118,144,159,189],"learning":[63,119,131,152,166],"multiple":[65],"channels":[66],"paediatric":[68],"EEGs,":[69],"without":[70,196],"use":[72],"human":[74,206],"annotations.":[75,207],"dataset":[77],"included":[78],"350":[79],"children":[80,86,221],"normal":[82],"and":[84,90,101,125,127,147,178],"597":[85],"abnormalities,":[89],"it":[91],"divided":[93],"into":[94],"training":[95],"data":[96,99,103],"(n=452),":[97],"validation":[98],"(n=112),":[100],"testing":[102],"(n=383).":[104],"Spectrograms":[105],"from":[106],"each":[107],"signal":[109],"channel":[110],"were":[111,133],"used":[112],"as":[113,135],"input":[114],"for":[115,199],"five":[116],"pre-trained":[117],"models":[120],"(Inception,":[121],"ResNet,":[122],"DenseNet,":[123],"VGG16":[124],"VGG19)":[126],"traditional":[128,149],"feature-based":[129,150,164],"machine":[130,151,165],"methods":[132],"benchmark.":[137],"comparison":[139],"made":[141],"between":[142],"learning-based":[145,160,190],"algorithm.":[153],"results":[155],"revealed":[156],"outperformed":[162],"methods,":[167],"achieving":[168],"accuracy":[170,181],"77%,":[172],"F1":[174],"score":[175],"0.85,":[177],"balanced":[180],"77%":[183],"set.":[187],"Our":[188],"can":[192,210],"identify":[193],"need":[198],"feature":[200],"estimation":[201],"domain":[203],"experts":[204],"or":[205],"This":[208],"thereby":[222],"facilitating":[223]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":1}],"updated_date":"2025-12-22T23:10:17.713674","created_date":"2025-10-10T00:00:00"}
