{"id":"https://openalex.org/W7140183393","doi":"https://doi.org/10.1093/jigpal/jzaf047","title":"Anomaly detection comparison for photo-paroxysmal response detection","display_name":"Anomaly detection comparison for photo-paroxysmal response detection","publication_year":2025,"publication_date":"2025-05-23","ids":{"openalex":"https://openalex.org/W7140183393","doi":"https://doi.org/10.1093/jigpal/jzaf047"},"language":"en","primary_location":{"id":"doi:10.1093/jigpal/jzaf047","is_oa":false,"landing_page_url":"https://doi.org/10.1093/jigpal/jzaf047","pdf_url":null,"source":{"id":"https://openalex.org/S2734381524","display_name":"Logic Journal of IGPL","issn_l":"1367-0751","issn":["1367-0751","1368-9894"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Logic Journal of the IGPL","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":null,"display_name":"Fernando Moncada Martins","orcid":null},"institutions":[{"id":"https://openalex.org/I165339363","display_name":"Universidad de Oviedo","ror":"https://ror.org/006gksa02","country_code":"ES","type":"education","lineage":["https://openalex.org/I165339363"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Fernando Moncada Martins","raw_affiliation_strings":["Electrical Engineering Department and Biomedical Engineering Center, University of Oviedo , Gij\u00f3n, 33203, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical Engineering Department and Biomedical Engineering Center, University of Oviedo , Gij\u00f3n, 33203, Spain","institution_ids":["https://openalex.org/I165339363"]}]},{"author_position":"middle","author":{"id":null,"display_name":"V\u00edctor M Gonz\u00e1lez","orcid":null},"institutions":[{"id":"https://openalex.org/I165339363","display_name":"Universidad de Oviedo","ror":"https://ror.org/006gksa02","country_code":"ES","type":"education","lineage":["https://openalex.org/I165339363"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"V\u00edctor M Gonz\u00e1lez","raw_affiliation_strings":["Electrical Engineering Department and Biomedical Engineering Center, University of Oviedo , Gij\u00f3n, 33203, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical Engineering Department and Biomedical Engineering Center, University of Oviedo , Gij\u00f3n, 33203, Spain","institution_ids":["https://openalex.org/I165339363"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Jos\u00e9 R Villar","orcid":null},"institutions":[{"id":"https://openalex.org/I165339363","display_name":"Universidad de Oviedo","ror":"https://ror.org/006gksa02","country_code":"ES","type":"education","lineage":["https://openalex.org/I165339363"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jos\u00e9 R Villar","raw_affiliation_strings":["Computer Science Department and Biomedical Engineering Center, University of Oviedo , Gij\u00f3n, 33203, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department and Biomedical Engineering Center, University of Oviedo , Gij\u00f3n, 33203, Spain","institution_ids":["https://openalex.org/I165339363"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Mar\u00eda Antonia Guti\u00e9rrez","orcid":null},"institutions":[{"id":"https://openalex.org/I4210149758","display_name":"Hospital Universitario De Cabue\u00f1es","ror":"https://ror.org/03yw66316","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210149758","https://openalex.org/I4405258403"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Mar\u00eda Antonia Guti\u00e9rrez","raw_affiliation_strings":["Neurophysiology Service, Cabue\u00f1es University Hospital , Gij\u00f3n, 33394, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Neurophysiology Service, Cabue\u00f1es University Hospital , Gij\u00f3n, 33394, Spain","institution_ids":["https://openalex.org/I4210149758"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Pablo Calvo Calleja","orcid":null},"institutions":[{"id":"https://openalex.org/I4210149758","display_name":"Hospital Universitario De Cabue\u00f1es","ror":"https://ror.org/03yw66316","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210149758","https://openalex.org/I4405258403"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Pablo Calvo Calleja","raw_affiliation_strings":["Neurophysiology Service, Cabue\u00f1es University Hospital , Gij\u00f3n, 33394, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Neurophysiology Service, Cabue\u00f1es University Hospital , Gij\u00f3n, 33394, Spain","institution_ids":["https://openalex.org/I4210149758"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Sara Urdiales S\u00e1nchez","orcid":null},"institutions":[{"id":"https://openalex.org/I4210149758","display_name":"Hospital Universitario De Cabue\u00f1es","ror":"https://ror.org/03yw66316","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210149758","https://openalex.org/I4405258403"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Sara Urdiales S\u00e1nchez","raw_affiliation_strings":["Neurophysiology Service, Cabue\u00f1es University Hospital , Gij\u00f3n, 33394, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Neurophysiology Service, Cabue\u00f1es University Hospital , Gij\u00f3n, 33394, Spain","institution_ids":["https://openalex.org/I4210149758"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Ricardo D\u00edaz P\u00e9rez","orcid":null},"institutions":[{"id":"https://openalex.org/I4210149758","display_name":"Hospital Universitario De Cabue\u00f1es","ror":"https://ror.org/03yw66316","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210149758","https://openalex.org/I4405258403"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Ricardo D\u00edaz P\u00e9rez","raw_affiliation_strings":["Neurophysiology Service, Cabue\u00f1es University Hospital , Gij\u00f3n, 33394, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Neurophysiology Service, Cabue\u00f1es University Hospital , Gij\u00f3n, 33394, Spain","institution_ids":["https://openalex.org/I4210149758"]}]},{"author_position":"last","author":{"id":null,"display_name":"Alinne Dalla-Porta Acosta","orcid":null},"institutions":[{"id":"https://openalex.org/I4210149758","display_name":"Hospital Universitario De Cabue\u00f1es","ror":"https://ror.org/03yw66316","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210149758","https://openalex.org/I4405258403"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Alinne Dalla-Porta Acosta","raw_affiliation_strings":["Neurophysiology Service, Cabue\u00f1es University Hospital , Gij\u00f3n, 33394, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Neurophysiology Service, Cabue\u00f1es University Hospital , Gij\u00f3n, 33394, Spain","institution_ids":["https://openalex.org/I4210149758"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I165339363"],"apc_list":{"value":4151,"currency":"USD","value_usd":4151},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.69205441,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"34","issue":"1","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":0.226500004529953,"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":0.226500004529953,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.18410000205039978,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10094","display_name":"Epilepsy research and treatment","score":0.06759999692440033,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental 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/photic-stimulation","display_name":"Photic Stimulation","score":0.5440999865531921},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5386000275611877},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.5339999794960022},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.5253999829292297},{"id":"https://openalex.org/keywords/autoencoder","display_name":"Autoencoder","score":0.5242999792098999},{"id":"https://openalex.org/keywords/brain-activity-and-meditation","display_name":"Brain activity and meditation","score":0.4814000129699707},{"id":"https://openalex.org/keywords/neurophysiology","display_name":"Neurophysiology","score":0.4041999876499176},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.3824999928474426}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.566100001335144},{"id":"https://openalex.org/C2908832724","wikidata":"https://www.wikidata.org/wiki/Q7187600","display_name":"Photic Stimulation","level":4,"score":0.5440999865531921},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5386000275611877},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.5339999794960022},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.5253999829292297},{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.5242999792098999},{"id":"https://openalex.org/C120843803","wikidata":"https://www.wikidata.org/wiki/Q4955807","display_name":"Brain activity and meditation","level":3,"score":0.4814000129699707},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4645000100135803},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.45179998874664307},{"id":"https://openalex.org/C152478114","wikidata":"https://www.wikidata.org/wiki/Q660910","display_name":"Neurophysiology","level":2,"score":0.4041999876499176},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.3824999928474426},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.34619998931884766},{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.3458000123500824},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.34549999237060547},{"id":"https://openalex.org/C24998067","wikidata":"https://www.wikidata.org/wiki/Q4114622","display_name":"Stimulation","level":2,"score":0.335099995136261},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3019999861717224},{"id":"https://openalex.org/C2984127161","wikidata":"https://www.wikidata.org/wiki/Q969316","display_name":"Neural activity","level":2,"score":0.2994000017642975},{"id":"https://openalex.org/C12997251","wikidata":"https://www.wikidata.org/wiki/Q567560","display_name":"Anomaly (physics)","level":2,"score":0.2732999920845032},{"id":"https://openalex.org/C185263204","wikidata":"https://www.wikidata.org/wiki/Q1154774","display_name":"Electrophysiology","level":2,"score":0.26989999413490295},{"id":"https://openalex.org/C2778681526","wikidata":"https://www.wikidata.org/wiki/Q420647","display_name":"Electrooculography","level":3,"score":0.26600000262260437},{"id":"https://openalex.org/C2985799443","wikidata":"https://www.wikidata.org/wiki/Q4955838","display_name":"Brain stimulation","level":3,"score":0.2531999945640564}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1093/jigpal/jzaf047","is_oa":false,"landing_page_url":"https://doi.org/10.1093/jigpal/jzaf047","pdf_url":null,"source":{"id":"https://openalex.org/S2734381524","display_name":"Logic Journal of IGPL","issn_l":"1367-0751","issn":["1367-0751","1368-9894"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Logic Journal of the IGPL","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W199035648","https://openalex.org/W1242748811","https://openalex.org/W1989010660","https://openalex.org/W1996550581","https://openalex.org/W2019014808","https://openalex.org/W2075594619","https://openalex.org/W2129281431","https://openalex.org/W2144182447","https://openalex.org/W2148799153","https://openalex.org/W2170043983","https://openalex.org/W2296719434","https://openalex.org/W2412560454","https://openalex.org/W2950361482","https://openalex.org/W3013070006","https://openalex.org/W3087069423","https://openalex.org/W3119067601","https://openalex.org/W3128465814","https://openalex.org/W3135162469","https://openalex.org/W3157328277","https://openalex.org/W3184778778","https://openalex.org/W3195516695","https://openalex.org/W3213957078","https://openalex.org/W4210574723","https://openalex.org/W4210938321","https://openalex.org/W4226060502","https://openalex.org/W4283314094","https://openalex.org/W4300986483","https://openalex.org/W4321375372","https://openalex.org/W4380784998","https://openalex.org/W4388684264"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"Photosensitivity":[1],"is":[2,33,63],"a":[3,36,49,61,84,111],"neurological":[4],"condition":[5],"in":[6,27,166],"which":[7,22],"the":[8,28,46,54,67,70,74,78,108,119,126,137,158],"brain":[9,55,103],"produces":[10],"epileptic":[11,25],"reactions":[12],"known":[13],"as":[14,94],"Photoparoxysmal":[15],"Responses":[16],"(PPR)":[17],"to":[18,66,115,129],"certain":[19],"visual":[20],"stimuli,":[21],"may":[23],"trigger":[24],"seizures":[26],"worst":[29],"cases.":[30],"This":[31,105],"pathology":[32],"diagnosed":[34],"through":[35],"standardized":[37],"protocol":[38],"called":[39],"Intermittent":[40],"Photic":[41],"Stimulation":[42],"consisting":[43],"of":[44,69,81,101,110,176],"stimulating":[45],"patient":[47],"with":[48],"flashing":[50],"light":[51],"while":[52,157],"recording":[53],"activity":[56,90,96,155],"by":[57,98,122,136],"Electroencephalogram":[58],"(EEG)":[59],"until":[60],"PPR":[62,82,89,142,154],"triggered.":[64],"Due":[65],"nature":[68],"stimulation":[71],"process":[72],"and":[73,139,173],"photosensitivity\u2019s":[75],"low":[76],"prevalence,":[77],"automatic":[79],"detection":[80,143],"becomes":[83],"highly":[85],"unbalanced":[86],"problem":[87],"where":[88],"can":[91],"be":[92],"considered":[93],"anomalous":[95],"surrounded":[97],"large":[99],"portions":[100],"normal":[102],"activity.":[104],"research":[106],"proposes":[107],"use":[109],"Variational":[112],"Autoencoder":[113],"(VAE)":[114],"extract":[116],"features":[117],"from":[118],"EEG":[120],"segments":[121],"reducing":[123],"them":[124],"into":[125],"latent":[127],"space":[128],"train":[130],"several":[131],"Anomaly":[132],"Detection":[133],"models":[134],"proposed":[135],"literature":[138],"compare":[140],"their":[141],"performance.":[144],"Results":[145],"show":[146],"that":[147],"no":[148],"AD":[149],"model":[150],"could":[151],"detect":[152],"any":[153],"correctly":[156],"VAE":[159],"model,":[160],"also":[161],"used":[162],"for":[163],"this":[164],"task":[165],"our":[167],"previous":[168],"research,":[169],"reached":[170],"Accuracy,":[171],"Sensitivity,":[172],"Specificity":[174],"values":[175],"around":[177],"85%.":[178]},"counts_by_year":[],"updated_date":"2026-06-18T10:00:31.954636","created_date":"2026-03-25T00:00:00"}
