{"id":"https://openalex.org/W4321375372","doi":"https://doi.org/10.3390/s23042312","title":"Data Augmentation Effects on Highly Imbalanced EEG Datasets for Automatic Detection of Photoparoxysmal Responses","display_name":"Data Augmentation Effects on Highly Imbalanced EEG Datasets for Automatic Detection of Photoparoxysmal Responses","publication_year":2023,"publication_date":"2023-02-19","ids":{"openalex":"https://openalex.org/W4321375372","doi":"https://doi.org/10.3390/s23042312","pmid":"https://pubmed.ncbi.nlm.nih.gov/36850910"},"language":"en","primary_location":{"id":"doi:10.3390/s23042312","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23042312","pdf_url":"https://www.mdpi.com/1424-8220/23/4/2312/pdf?version=1677207992","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/23/4/2312/pdf?version=1677207992","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5012911598","display_name":"Fernando Moncada Martins","orcid":"https://orcid.org/0000-0002-6652-9287"},"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, University of Oviedo, 33203 Gij\u00f3n, Spain"],"raw_orcid":"https://orcid.org/0000-0002-6652-9287","affiliations":[{"raw_affiliation_string":"Electrical Engineering Department, University of Oviedo, 33203 Gij\u00f3n, Spain","institution_ids":["https://openalex.org/I165339363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100614216","display_name":"V\u00edctor M. Gonz\u00e1lez","orcid":"https://orcid.org/0000-0002-0937-1882"},"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 Manuel Gonz\u00e1lez Su\u00e1rez","raw_affiliation_strings":["Electrical Engineering Department, University of Oviedo, 33203 Gij\u00f3n, Spain"],"raw_orcid":"https://orcid.org/0000-0002-0937-1882","affiliations":[{"raw_affiliation_string":"Electrical Engineering Department, University of Oviedo, 33203 Gij\u00f3n, Spain","institution_ids":["https://openalex.org/I165339363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100599524","display_name":"Jos\u00e9 R. Villar","orcid":"https://orcid.org/0000-0001-6024-9527"},"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 Ram\u00f3n Villar Flecha","raw_affiliation_strings":["Computer Science Department, University of Oviedo, 33003 Oviedo, Spain"],"raw_orcid":"https://orcid.org/0000-0001-6024-9527","affiliations":[{"raw_affiliation_string":"Computer Science Department, University of Oviedo, 33003 Oviedo, Spain","institution_ids":["https://openalex.org/I165339363"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007389646","display_name":"Beatriz Garc\u00eda L\u00f3pez","orcid":"https://orcid.org/0000-0003-1364-2603"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Beatriz Garc\u00eda L\u00f3pez","raw_affiliation_strings":["Neurophysiology Department, University Hospital of Burgos, 09006 Burgos, Spain"],"raw_orcid":"https://orcid.org/0000-0003-1364-2603","affiliations":[{"raw_affiliation_string":"Neurophysiology Department, University Hospital of Burgos, 09006 Burgos, Spain","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5012911598"],"corresponding_institution_ids":["https://openalex.org/I165339363"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":3.3434,"has_fulltext":true,"cited_by_count":20,"citation_normalized_percentile":{"value":0.92436381,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"23","issue":"4","first_page":"2312","last_page":"2312"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9998000264167786,"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":0.9998000264167786,"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/T11667","display_name":"Advanced Chemical Sensor Technologies","score":0.9947999715805054,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11447","display_name":"Blind Source Separation Techniques","score":0.9857000112533569,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.656019389629364},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5955667495727539},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47846269607543945},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4742290675640106},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.41867348551750183},{"id":"https://openalex.org/keywords/photic-stimulation","display_name":"Photic Stimulation","score":0.411739706993103},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3595227003097534},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.29707369208335876},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.2717268466949463},{"id":"https://openalex.org/keywords/visual-perception","display_name":"Visual perception","score":0.195774644613266},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.11576542258262634}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.656019389629364},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5955667495727539},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47846269607543945},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4742290675640106},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.41867348551750183},{"id":"https://openalex.org/C2908832724","wikidata":"https://www.wikidata.org/wiki/Q7187600","display_name":"Photic Stimulation","level":4,"score":0.411739706993103},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3595227003097534},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.29707369208335876},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.2717268466949463},{"id":"https://openalex.org/C178253425","wikidata":"https://www.wikidata.org/wiki/Q162668","display_name":"Visual perception","level":3,"score":0.195774644613266},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.11576542258262634},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D001826","descriptor_name":"Body Fluids","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001826","descriptor_name":"Body Fluids","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001826","descriptor_name":"Body Fluids","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006761","descriptor_name":"Hospitals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006761","descriptor_name":"Hospitals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006761","descriptor_name":"Hospitals","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":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":6,"locations":[{"id":"doi:10.3390/s23042312","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23042312","pdf_url":"https://www.mdpi.com/1424-8220/23/4/2312/pdf?version=1677207992","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:36850910","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36850910","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":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:9963310","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9963310","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC9963310/pdf/sensors-23-02312.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"},{"id":"pmh:oai:riubu.ubu.es:10259/8568","is_oa":true,"landing_page_url":"http://hdl.handle.net/10259/8568","pdf_url":"https://riubu.ubu.es/bitstream/10259/8568/1/Moncada-sensors_2023.pdf","source":{"id":"https://openalex.org/S4306400051","display_name":"Repositorio Institucional de la Universidad de Burgos (University of Burgos)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I46176106","host_organization_name":"Universidad de Burgos","host_organization_lineage":["https://openalex.org/I46176106"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:doaj.org/article:c46c00eb97f642f8a31d389b51356223","is_oa":true,"landing_page_url":"https://doaj.org/article/c46c00eb97f642f8a31d389b51356223","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 23, Iss 4, p 2312 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/23/4/2312/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s23042312","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s23042312","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23042312","pdf_url":"https://www.mdpi.com/1424-8220/23/4/2312/pdf?version=1677207992","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5805502524","display_name":null,"funder_award_id":"PID2020","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G637684255","display_name":null,"funder_award_id":"MIG-20211008","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G6589649124","display_name":null,"funder_award_id":"PID2020-","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G6925285672","display_name":null,"funder_award_id":"RED2018-102312-T","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G7000155594","display_name":null,"funder_award_id":"CER-20211003","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G7894418797","display_name":null,"funder_award_id":"PID2020-112726RB-I00","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"}],"funders":[{"id":"https://openalex.org/F4320322930","display_name":"Ministerio de Ciencia e Innovaci\u00f3n","ror":"https://ror.org/034900433"},{"id":"https://openalex.org/F4320335598","display_name":"Agencia Estatal de Investigaci\u00f3n","ror":null},{"id":"https://openalex.org/F4320338335","display_name":"H2020 European Research Council","ror":"https://ror.org/0472cxd90"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4321375372.pdf"},"referenced_works_count":48,"referenced_works":["https://openalex.org/W1606847346","https://openalex.org/W1989010660","https://openalex.org/W1991750682","https://openalex.org/W1996550581","https://openalex.org/W2008066450","https://openalex.org/W2058885518","https://openalex.org/W2075594619","https://openalex.org/W2077532788","https://openalex.org/W2106822551","https://openalex.org/W2115349413","https://openalex.org/W2148799153","https://openalex.org/W2408186346","https://openalex.org/W2412560454","https://openalex.org/W2539353608","https://openalex.org/W2731922686","https://openalex.org/W2781556396","https://openalex.org/W2783914690","https://openalex.org/W2800064520","https://openalex.org/W2974171143","https://openalex.org/W2985626804","https://openalex.org/W3004913103","https://openalex.org/W3012919764","https://openalex.org/W3032515910","https://openalex.org/W3042619474","https://openalex.org/W3046296398","https://openalex.org/W3046474724","https://openalex.org/W3083255269","https://openalex.org/W3083413673","https://openalex.org/W3087069423","https://openalex.org/W3119067601","https://openalex.org/W3135152151","https://openalex.org/W3135162469","https://openalex.org/W3181655313","https://openalex.org/W3182009174","https://openalex.org/W3182939967","https://openalex.org/W3188671801","https://openalex.org/W3197191455","https://openalex.org/W3200723581","https://openalex.org/W3216686649","https://openalex.org/W4200389064","https://openalex.org/W4210574723","https://openalex.org/W4210938321","https://openalex.org/W4220720372","https://openalex.org/W4221069728","https://openalex.org/W4225985782","https://openalex.org/W4281477405","https://openalex.org/W4292324313","https://openalex.org/W4293563331"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4224009465","https://openalex.org/W4286629047","https://openalex.org/W4306321456","https://openalex.org/W4285260836","https://openalex.org/W3046775127","https://openalex.org/W3170094116","https://openalex.org/W4205958290","https://openalex.org/W3209574120"],"abstract_inverted_index":{"Photosensitivity":[0],"is":[1,52,95,161,207],"a":[2,7,91,142,183,188],"neurological":[3],"disorder":[4],"in":[5,30],"which":[6],"person's":[8],"brain":[9,50],"produces":[10],"epileptic":[11],"discharges,":[12],"known":[13],"as":[14],"Photoparoxysmal":[15],"Responses":[16],"(PPRs),":[17],"when":[18],"it":[19],"receives":[20],"certain":[21],"visual":[22],"stimuli.":[23],"The":[24,49,156],"current":[25],"standardized":[26],"diagnosis":[27],"process":[28,42],"used":[29],"hospitals":[31],"consists":[32],"of":[33,77,121,129,152,191],"submitting":[34],"the":[35,38,59,65,71,75,115,119,122,126,130,150,165,179,195],"subject":[36],"to":[37,45,74,109,148,163,174],"Intermittent":[39],"Photic":[40],"Stimulation":[41],"and":[43,58,141,171,197],"attempting":[44],"trigger":[46],"these":[47],"phenomena.":[48],"activity":[51],"measured":[53],"by":[54],"an":[55],"Electroencephalogram":[56],"(EEG),":[57],"clinical":[60],"specialists":[61],"manually":[62],"look":[63],"for":[64,135,194],"PPRs":[66],"that":[67,90,159],"were":[68,146],"provoked":[69],"during":[70],"session.":[72],"Due":[73],"nature":[76],"this":[78,99,101,153],"disorder,":[79],"long":[80],"EEG":[81],"recordings":[82],"may":[83],"contain":[84],"very":[85],"few":[86],"PPR":[87,112,137],"segments,":[88],"meaning":[89],"highly":[92],"imbalanced":[93],"dataset":[94,123],"available.":[96],"To":[97],"tackle":[98],"problem,":[100],"research":[102],"focused":[103],"on":[104],"applying":[105],"Data":[106],"Augmentation":[107],"(DA)":[108],"create":[110],"synthetic":[111],"segments":[113],"from":[114,182],"real":[116],"ones,":[117],"improving":[118],"balance":[120],"and,":[124],"thus,":[125],"global":[127],"performance":[128,151,189],"Machine":[131],"Learning":[132],"techniques":[133],"applied":[134],"automatic":[136],"detection.":[138],"K-Nearest":[139],"Neighbors":[140],"One-Hidden-Dense-Layer":[143],"Neural":[144],"Network":[145],"employed":[147],"evaluate":[149],"DA":[154,160],"stage.":[155],"results":[157,180],"showed":[158,187],"able":[162,173],"improve":[164],"models,":[166],"making":[167],"them":[168],"more":[169,172],"robust":[170],"generalize.":[175],"A":[176],"comparison":[177],"with":[178,212],"obtained":[181],"previous":[184],"experiment":[185],"also":[186],"improvement":[190],"around":[192],"20%":[193],"Accuracy":[196],"Specificity":[198],"measurements":[199],"without":[200],"Sensitivity":[201],"suffering":[202],"any":[203],"losses.":[204],"This":[205],"project":[206],"currently":[208],"being":[209],"carried":[210],"out":[211],"subjects":[213],"at":[214],"Burgos":[215],"University":[216],"Hospital,":[217],"Spain.":[218]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":5}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}