{"id":"https://openalex.org/W3000972625","doi":"https://doi.org/10.1109/cisp-bmei48845.2019.8965693","title":"A Deep Residual Neural Network Based Framework for Epileptogenesis Detection in a Rodent Model with Single-Channel EEG Recordings","display_name":"A Deep Residual Neural Network Based Framework for Epileptogenesis Detection in a Rodent Model with Single-Channel EEG Recordings","publication_year":2019,"publication_date":"2019-10-01","ids":{"openalex":"https://openalex.org/W3000972625","doi":"https://doi.org/10.1109/cisp-bmei48845.2019.8965693","mag":"3000972625"},"language":"en","primary_location":{"id":"doi:10.1109/cisp-bmei48845.2019.8965693","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cisp-bmei48845.2019.8965693","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 12th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI)","raw_type":"proceedings-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":"https://openalex.org/A5074818230","display_name":"Diyuan Lu","orcid":"https://orcid.org/0000-0002-9525-4251"},"institutions":[{"id":"https://openalex.org/I2801628138","display_name":"Frankfurt Institute for Advanced Studies","ror":"https://ror.org/05vmv8m79","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2801628138"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Diyuan Lu","raw_affiliation_strings":["Frankfurt Institute for Advanced Studies, Frankfurt am Main, Germany"],"affiliations":[{"raw_affiliation_string":"Frankfurt Institute for Advanced Studies, Frankfurt am Main, Germany","institution_ids":["https://openalex.org/I2801628138"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081693588","display_name":"Sebastian Bauer","orcid":"https://orcid.org/0000-0001-7571-8496"},"institutions":[{"id":"https://openalex.org/I114090438","display_name":"Goethe University Frankfurt","ror":"https://ror.org/04cvxnb49","country_code":"DE","type":"education","lineage":["https://openalex.org/I114090438"]},{"id":"https://openalex.org/I4210132578","display_name":"University Hospital Frankfurt","ror":"https://ror.org/03f6n9m15","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210132578"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sebastian Bauer","raw_affiliation_strings":["Neurology and Epilepsy Center Frankfurt Rhine-Main, University Hospital Goethe-University, Frankfurt am Main, Germany"],"affiliations":[{"raw_affiliation_string":"Neurology and Epilepsy Center Frankfurt Rhine-Main, University Hospital Goethe-University, Frankfurt am Main, Germany","institution_ids":["https://openalex.org/I4210132578","https://openalex.org/I114090438"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028163624","display_name":"Valentin Neubert","orcid":"https://orcid.org/0000-0001-8014-3631"},"institutions":[{"id":"https://openalex.org/I4210136182","display_name":"Universit\u00e4tsmedizin Rostock","ror":"https://ror.org/04dm1cm79","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210136182"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Valentin Neubert","raw_affiliation_strings":["Universit\u00e4tsmedizin Rostock, Oscar-Langendorff-Institut f\u00fcr Physiologie, Rostock, Germany"],"affiliations":[{"raw_affiliation_string":"Universit\u00e4tsmedizin Rostock, Oscar-Langendorff-Institut f\u00fcr Physiologie, Rostock, Germany","institution_ids":["https://openalex.org/I4210136182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034474972","display_name":"Lara S. Costard","orcid":"https://orcid.org/0000-0001-9717-6616"},"institutions":[{"id":"https://openalex.org/I142762351","display_name":"Royal College of Surgeons in Ireland","ror":"https://ror.org/01hxy9878","country_code":"IE","type":"education","lineage":["https://openalex.org/I142762351"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Lara Sophie Costard","raw_affiliation_strings":["Tissue Engineering Research Group, Royal College of Surgeons Ireland, Dublin, Ireland"],"affiliations":[{"raw_affiliation_string":"Tissue Engineering Research Group, Royal College of Surgeons Ireland, Dublin, Ireland","institution_ids":["https://openalex.org/I142762351"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028930979","display_name":"Felix Rosenow","orcid":"https://orcid.org/0000-0002-3989-7471"},"institutions":[{"id":"https://openalex.org/I114090438","display_name":"Goethe University Frankfurt","ror":"https://ror.org/04cvxnb49","country_code":"DE","type":"education","lineage":["https://openalex.org/I114090438"]},{"id":"https://openalex.org/I4210132578","display_name":"University Hospital Frankfurt","ror":"https://ror.org/03f6n9m15","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210132578"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Felix Rosenow","raw_affiliation_strings":["Neurology and Epilepsy Center Frankfurt Rhine-Main, University Hospital Goethe-University, Frankfurt am Main, Germany"],"affiliations":[{"raw_affiliation_string":"Neurology and Epilepsy Center Frankfurt Rhine-Main, University Hospital Goethe-University, Frankfurt am Main, Germany","institution_ids":["https://openalex.org/I4210132578","https://openalex.org/I114090438"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5065703786","display_name":"Jochen Triesch","orcid":"https://orcid.org/0000-0001-8166-2441"},"institutions":[{"id":"https://openalex.org/I2801628138","display_name":"Frankfurt Institute for Advanced Studies","ror":"https://ror.org/05vmv8m79","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2801628138"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jochen Triesch","raw_affiliation_strings":["Frankfurt Institute for Advanced Studies, Frankfurt am Main, Germany"],"affiliations":[{"raw_affiliation_string":"Frankfurt Institute for Advanced Studies, Frankfurt am Main, Germany","institution_ids":["https://openalex.org/I2801628138"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5074818230"],"corresponding_institution_ids":["https://openalex.org/I2801628138"],"apc_list":null,"apc_paid":null,"fwci":0.8166,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.73327182,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10094","display_name":"Epilepsy research and treatment","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10094","display_name":"Epilepsy research and treatment","score":0.9998999834060669,"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"}},{"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/T10077","display_name":"Neuroscience and Neuropharmacology Research","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/2804","display_name":"Cellular and Molecular 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/electroencephalography","display_name":"Electroencephalography","score":0.7471303343772888},{"id":"https://openalex.org/keywords/epileptogenesis","display_name":"Epileptogenesis","score":0.7245827913284302},{"id":"https://openalex.org/keywords/residual","display_name":"Residual","score":0.6238728761672974},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5942516922950745},{"id":"https://openalex.org/keywords/rodent-model","display_name":"Rodent model","score":0.5646358728408813},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5267637968063354},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.5075300931930542},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.467529296875},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.44443172216415405},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3816286325454712},{"id":"https://openalex.org/keywords/epilepsy","display_name":"Epilepsy","score":0.35835525393486023},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.24422743916511536},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.15194249153137207},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.0755288302898407},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.07022762298583984}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.7471303343772888},{"id":"https://openalex.org/C57236427","wikidata":"https://www.wikidata.org/wiki/Q5382987","display_name":"Epileptogenesis","level":3,"score":0.7245827913284302},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.6238728761672974},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5942516922950745},{"id":"https://openalex.org/C2992558993","wikidata":"https://www.wikidata.org/wiki/Q213907","display_name":"Rodent model","level":2,"score":0.5646358728408813},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5267637968063354},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.5075300931930542},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.467529296875},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.44443172216415405},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3816286325454712},{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.35835525393486023},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.24422743916511536},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.15194249153137207},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0755288302898407},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.07022762298583984},{"id":"https://openalex.org/C134018914","wikidata":"https://www.wikidata.org/wiki/Q162606","display_name":"Endocrinology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cisp-bmei48845.2019.8965693","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cisp-bmei48845.2019.8965693","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 12th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6899999976158142,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W1487436972","https://openalex.org/W1538493107","https://openalex.org/W1556779599","https://openalex.org/W1836465849","https://openalex.org/W1974809694","https://openalex.org/W2060774914","https://openalex.org/W2095705004","https://openalex.org/W2114093008","https://openalex.org/W2142181855","https://openalex.org/W2194775991","https://openalex.org/W2605947465","https://openalex.org/W2758802379","https://openalex.org/W2770668477","https://openalex.org/W2774411352","https://openalex.org/W2791162660","https://openalex.org/W2806853752","https://openalex.org/W2807775363","https://openalex.org/W2902644322","https://openalex.org/W2922826800","https://openalex.org/W2935959425","https://openalex.org/W2949117887","https://openalex.org/W6638667902","https://openalex.org/W6674330103"],"related_works":["https://openalex.org/W2063228636","https://openalex.org/W3185675323","https://openalex.org/W2018481821","https://openalex.org/W2929871818","https://openalex.org/W3140630384","https://openalex.org/W3080673552","https://openalex.org/W1994308963","https://openalex.org/W2133122955","https://openalex.org/W2162771767","https://openalex.org/W71152530"],"abstract_inverted_index":{"Epilepsy":[0],"is":[1,124,136,154],"one":[2,199],"of":[3,17,50,78,165,198,201,228],"the":[4,15,18,48,60,63,68,71,76,81,110,122,152,160,166,219,226,229],"most":[5],"common":[6],"neurological":[7],"disorders":[8],"affecting":[9],"patients":[10,23,41],"across":[11,181],"all":[12],"ages.":[13],"During":[14,174],"progression":[16],"disease,":[19],"termed":[20],"epileptogenesis":[21],"(EPG),":[22],"may":[24,86],"not":[25],"yet":[26],"show":[27],"any":[28],"clinical":[29],"manifestation.":[30],"The":[31,156],"EPG":[32,111,153],"phase":[33,112],"can":[34],"range":[35],"from":[36],"weeks":[37],"to":[38,108,138,185,225],"years":[39],"and":[40,93,147,209],"with":[42],"epilepsy":[43,79,123],"are":[44],"usually":[45],"diagnosed":[46],"by":[47,55,126],"occurrence":[49],"a":[51,87,100,118,178,189,195],"spontaneous":[52,83],"seizure":[53],"followed":[54],"electroencephalography":[56],"(EEG)":[57],"monitoring":[58],"in":[59,117,218],"hospital.":[61],"However,":[62],"more":[64],"seizures":[65],"they":[66],"have,":[67],"less":[69],"effective":[70],"treatment":[72,95],"will":[73],"be.":[74],"Detecting":[75],"development":[77],"before":[80,143],"first":[82],"s":[84],"eizure":[85],"llow":[88],"for":[89],"e":[90],"arlier":[91],"intervention":[92],"better":[94],"outcome.":[96],"Here":[97],"we":[98,176],"propose":[99],"framework":[101],"based":[102,113],"on":[103,114],"deep":[104,132],"residual":[105],"neural":[106,134],"networks":[107],"identify":[109],"EEG":[115,140,170],"recordings":[116],"rodent":[119],"model":[120,158,204],"where":[121],"induced":[125],"perforant":[127],"pathway":[128],"stimulation":[129],"(PPS).":[130],"A":[131],"convolutional":[133],"network":[135],"trained":[137],"distinguish":[139],"data":[141,222],"recorded":[142],"(baseline":[144],"period,":[145,150],"BL)":[146],"after":[148],"(epileptogenesis":[149],"EPG)":[151],"triggered.":[155],"proposed":[157],"takes":[159],"Fast":[161],"Fourier":[162],"Transform":[163],"(FFT)":[164],"preprocessed":[167],"five-second":[168],"long":[169],"segments":[171,184],"as":[172],"input.":[173],"testing,":[175],"apply":[177],"prediction":[179],"aggregation":[180],"multiple":[182],"consecutive":[183],"accumulate":[186],"information":[187],"over":[188],"longer":[190],"time":[191],"period.":[192],"When":[193],"classifying":[194],"continuous":[196],"stretch":[197],"hour":[200],"data,":[202],"our":[203],"achieves":[205],"83":[206,210],"%":[207,211],"sensitivity":[208],"specificity.":[212],"Further":[213],"analysis":[214],"suggests":[215],"interpretable":[216],"features":[217],"FFT":[220],"transformed":[221],"that":[223],"contribute":[224],"distinction":[227],"two":[230],"phases.":[231]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
