{"id":"https://openalex.org/W2402787549","doi":"https://doi.org/10.1109/icassp.2016.7471776","title":"Epileptiform spike detection via convolutional neural networks","display_name":"Epileptiform spike detection via convolutional neural networks","publication_year":2016,"publication_date":"2016-03-01","ids":{"openalex":"https://openalex.org/W2402787549","doi":"https://doi.org/10.1109/icassp.2016.7471776","mag":"2402787549","pmid":"https://pubmed.ncbi.nlm.nih.gov/29527131"},"language":"en","primary_location":{"id":"doi:10.1109/icassp.2016.7471776","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp.2016.7471776","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/5842703","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044404289","display_name":"Alexander Rosenberg Johansen","orcid":"https://orcid.org/0000-0002-4993-7916"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]},{"id":"https://openalex.org/I96673099","display_name":"Technical University of Denmark","ror":"https://ror.org/04qtj9h94","country_code":"DK","type":"education","lineage":["https://openalex.org/I96673099"]}],"countries":["DK","SG"],"is_corresponding":true,"raw_author_name":"Alexander Rosenberg Johansen","raw_affiliation_strings":["Nanyang Technological University, School of Electrical and Electronic Engineering, Singapore","Technical University of Denmark, DTU Compute, Lyngby, Denmark","DTU Compute, Technical University of Denmark, Lyngby, Denmark"],"affiliations":[{"raw_affiliation_string":"Nanyang Technological University, School of Electrical and Electronic Engineering, Singapore","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"Technical University of Denmark, DTU Compute, Lyngby, Denmark","institution_ids":["https://openalex.org/I96673099"]},{"raw_affiliation_string":"DTU Compute, Technical University of Denmark, Lyngby, Denmark","institution_ids":["https://openalex.org/I96673099"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060749139","display_name":"Jin Jing","orcid":"https://orcid.org/0000-0002-2415-5854"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Jing Jin","raw_affiliation_strings":["Nanyang Technological University, School of Electrical and Electronic Engineering, Singapore"],"affiliations":[{"raw_affiliation_string":"Nanyang Technological University, School of Electrical and Electronic Engineering, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009688182","display_name":"Tomasz Maszczyk","orcid":null},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Tomasz Maszczyk","raw_affiliation_strings":["Nanyang Technological University, School of Electrical and Electronic Engineering, Singapore"],"affiliations":[{"raw_affiliation_string":"Nanyang Technological University, School of Electrical and Electronic Engineering, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082613025","display_name":"Justin Dauwels","orcid":"https://orcid.org/0000-0002-4390-1568"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Justin Dauwels","raw_affiliation_strings":["Nanyang Technological University, School of Electrical and Electronic Engineering, Singapore"],"affiliations":[{"raw_affiliation_string":"Nanyang Technological University, School of Electrical and Electronic Engineering, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031778533","display_name":"Sydney S. Cash","orcid":"https://orcid.org/0000-0002-4557-6391"},"institutions":[{"id":"https://openalex.org/I136199984","display_name":"Harvard University","ror":"https://ror.org/03vek6s52","country_code":"US","type":"education","lineage":["https://openalex.org/I136199984"]},{"id":"https://openalex.org/I4210087915","display_name":"Massachusetts General Hospital","ror":"https://ror.org/002pd6e78","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210087915","https://openalex.org/I48633490"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sydney S. Cash","raw_affiliation_strings":["Massachusetts General Hospital Neurology Department, and Harvard Medical School, USA","Massachusetts General Hospital Neurology Department, Harvard Medical School, USA"],"affiliations":[{"raw_affiliation_string":"Massachusetts General Hospital Neurology Department, and Harvard Medical School, USA","institution_ids":["https://openalex.org/I4210087915","https://openalex.org/I136199984"]},{"raw_affiliation_string":"Massachusetts General Hospital Neurology Department, Harvard Medical School, USA","institution_ids":["https://openalex.org/I4210087915","https://openalex.org/I136199984"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023557669","display_name":"M. Brandon Westover","orcid":"https://orcid.org/0000-0003-4803-312X"},"institutions":[{"id":"https://openalex.org/I4210087915","display_name":"Massachusetts General Hospital","ror":"https://ror.org/002pd6e78","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210087915","https://openalex.org/I48633490"]},{"id":"https://openalex.org/I136199984","display_name":"Harvard University","ror":"https://ror.org/03vek6s52","country_code":"US","type":"education","lineage":["https://openalex.org/I136199984"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"M. Brandon Westover","raw_affiliation_strings":["Massachusetts General Hospital Neurology Department, and Harvard Medical School, USA","Massachusetts General Hospital Neurology Department, Harvard Medical School, USA"],"affiliations":[{"raw_affiliation_string":"Massachusetts General Hospital Neurology Department, and Harvard Medical School, USA","institution_ids":["https://openalex.org/I4210087915","https://openalex.org/I136199984"]},{"raw_affiliation_string":"Massachusetts General Hospital Neurology Department, Harvard Medical School, USA","institution_ids":["https://openalex.org/I4210087915","https://openalex.org/I136199984"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5044404289"],"corresponding_institution_ids":["https://openalex.org/I172675005","https://openalex.org/I96673099"],"apc_list":null,"apc_paid":null,"fwci":5.8411,"has_fulltext":false,"cited_by_count":111,"citation_normalized_percentile":{"value":0.96734092,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"2016","issue":null,"first_page":"754","last_page":"758"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":1.0,"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":1.0,"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T10094","display_name":"Epilepsy research and treatment","score":0.9959999918937683,"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/convolutional-neural-network","display_name":"Convolutional neural network","score":0.808716893196106},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7319507002830505},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6795032024383545},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6443219184875488},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6256411671638489},{"id":"https://openalex.org/keywords/epilepsy","display_name":"Epilepsy","score":0.6220336556434631},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.5741653442382812},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5574065446853638},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.5558505654335022},{"id":"https://openalex.org/keywords/spike","display_name":"Spike (software development)","score":0.5052404999732971},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.478044331073761},{"id":"https://openalex.org/keywords/test-set","display_name":"Test set","score":0.4457187354564667},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.438632071018219},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10404616594314575},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.08005732297897339}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.808716893196106},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7319507002830505},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6795032024383545},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6443219184875488},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6256411671638489},{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.6220336556434631},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.5741653442382812},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5574065446853638},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.5558505654335022},{"id":"https://openalex.org/C2781390188","wikidata":"https://www.wikidata.org/wiki/Q25203449","display_name":"Spike (software development)","level":2,"score":0.5052404999732971},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.478044331073761},{"id":"https://openalex.org/C169903167","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Test set","level":2,"score":0.4457187354564667},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.438632071018219},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10404616594314575},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.08005732297897339},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/icassp.2016.7471776","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp.2016.7471776","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"},{"id":"pmid:29527131","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/29527131","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":"Proceedings of the ... IEEE International Conference on Acoustics, Speech, and Signal Processing. ICASSP (Conference)","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:5842703","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/5842703","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proc IEEE Int Conf Acoust Speech Signal Process","raw_type":"Text"},{"id":"pmh:oai:pure.atira.dk:publications/f30c2c3a-4ee6-49a4-bfc8-1c36aac6bccf","is_oa":false,"landing_page_url":"https://orbit.dtu.dk/en/publications/f30c2c3a-4ee6-49a4-bfc8-1c36aac6bccf","pdf_url":null,"source":{"id":"https://openalex.org/S4306400705","display_name":"Technical University of Denmark, DTU Orbit (Technical University of Denmark, DTU)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I96673099","host_organization_name":"Technical University of Denmark","host_organization_lineage":["https://openalex.org/I96673099"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Johansen , A R , Jin , J , Maszczyk , T , Dauwels , J , Cash , S S &amp; Westover , M B 2016 , Epileptiform spike detection via convolutional neural networks . in 2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) . IEEE , I E E E International Conference on Acoustics, Speech and Signal Processing. Proceedings , pp. 754-758 , 2016 IEEE International Conference on Acoustics, Speech, and Signal Processing , Shanghai , China , 20/03/2016 . https://doi.org/10.1109/ICASSP.2016.7471776","raw_type":"contributionToPeriodical"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:5842703","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/5842703","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proc IEEE Int Conf Acoust Speech Signal Process","raw_type":"Text"},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.4399999976158142}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W104184427","https://openalex.org/W1165382972","https://openalex.org/W1606347560","https://openalex.org/W1677182931","https://openalex.org/W1686810756","https://openalex.org/W1775434803","https://openalex.org/W1975948719","https://openalex.org/W1988195734","https://openalex.org/W1999652607","https://openalex.org/W2008056655","https://openalex.org/W2016467234","https://openalex.org/W2026392122","https://openalex.org/W2026486850","https://openalex.org/W2055293143","https://openalex.org/W2056085564","https://openalex.org/W2057095720","https://openalex.org/W2071113377","https://openalex.org/W2079116538","https://openalex.org/W2088252378","https://openalex.org/W2095705004","https://openalex.org/W2130947713","https://openalex.org/W2144354855","https://openalex.org/W2149706766","https://openalex.org/W2152175008","https://openalex.org/W2163605009","https://openalex.org/W2165537050","https://openalex.org/W2324865860","https://openalex.org/W2771190018","https://openalex.org/W2962835968","https://openalex.org/W3102751229","https://openalex.org/W4236137412","https://openalex.org/W6604254268","https://openalex.org/W6627641123","https://openalex.org/W6636358008","https://openalex.org/W6637373629","https://openalex.org/W6637845829","https://openalex.org/W6674330103","https://openalex.org/W6684191040"],"related_works":["https://openalex.org/W2174331923","https://openalex.org/W2050175337","https://openalex.org/W4408447381","https://openalex.org/W4387327236","https://openalex.org/W2183488467","https://openalex.org/W1990237101","https://openalex.org/W4309907966","https://openalex.org/W4387896287","https://openalex.org/W2187490799","https://openalex.org/W3170838353"],"abstract_inverted_index":{"The":[0,44],"EEG":[1,36,95],"of":[2,37,52,97,123],"epileptic":[3,38],"patients":[4,39],"often":[5],"contains":[6],"sharp":[7],"waveforms":[8],"called":[9],"\"spikes\",":[10],"occurring":[11],"between":[12],"seizures.":[13],"Detecting":[14],"such":[15],"spikes":[16,34],"is":[17],"crucial":[18],"for":[19,32,105],"diagnosing":[20],"epilepsy.":[21],"In":[22],"this":[23],"paper,":[24],"we":[25],"develop":[26],"a":[27,47,66],"convolutional":[28,48],"neural":[29],"network":[30],"(CNN)":[31],"detecting":[33],"in":[35,40,78],"an":[41,121],"automated":[42],"fashion.":[43],"CNN":[45,90],"has":[46],"architecture":[49],"with":[50,117],"filters":[51],"various":[53],"sizes":[54],"applied":[55,73],"to":[56,74,87],"the":[57,76,79,89,106,109],"input":[58],"layer,":[59],"leaky":[60],"ReLUs":[61],"as":[62],"activation":[63],"functions,":[64],"and":[65,91],"sigmoid":[67],"output":[68],"layer.":[69],"Balanced":[70],"mini-batches":[71],"were":[72],"handle":[75],"imbalance":[77],"data":[80,96],"set.":[81],"Leave-one-patient-out":[82],"cross-validation":[83],"was":[84],"carried":[85],"out":[86],"test":[88],"benchmark":[92,112],"models":[93],"on":[94],"five":[98],"epilepsy":[99],"patients.":[100],"We":[101],"achieved":[102,120],"0.947":[103],"AUC":[104,122],"CNN,":[107],"while":[108],"best":[110],"performing":[111],"model,":[113],"Support":[114],"Vector":[115],"Machines":[116],"Gaussian":[118],"kernel,":[119],"0.912.":[124]},"counts_by_year":[{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":12},{"year":2022,"cited_by_count":11},{"year":2021,"cited_by_count":21},{"year":2020,"cited_by_count":14},{"year":2019,"cited_by_count":19},{"year":2018,"cited_by_count":10},{"year":2017,"cited_by_count":5},{"year":2016,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
