{"id":"https://openalex.org/W2153098471","doi":"https://doi.org/10.1109/icmla.2010.119","title":"Patient-Specific Seizure Detection from Intra-cranial EEG Using High Dimensional Clustering","display_name":"Patient-Specific Seizure Detection from Intra-cranial EEG Using High Dimensional Clustering","publication_year":2010,"publication_date":"2010-12-01","ids":{"openalex":"https://openalex.org/W2153098471","doi":"https://doi.org/10.1109/icmla.2010.119","mag":"2153098471"},"language":"en","primary_location":{"id":"doi:10.1109/icmla.2010.119","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icmla.2010.119","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2010 Ninth International Conference on Machine Learning and Applications","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/A5089263620","display_name":"Haimonti Dutta","orcid":"https://orcid.org/0000-0002-1151-589X"},"institutions":[{"id":"https://openalex.org/I78577930","display_name":"Columbia University","ror":"https://ror.org/00hj8s172","country_code":"US","type":"education","lineage":["https://openalex.org/I78577930"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Haimonti Dutta","raw_affiliation_strings":["The Center for Computational Learning Systems (CCLS), Columbia University, New York, NY, USA"],"affiliations":[{"raw_affiliation_string":"The Center for Computational Learning Systems (CCLS), Columbia University, New York, NY, USA","institution_ids":["https://openalex.org/I78577930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008116509","display_name":"David L. Waltz","orcid":null},"institutions":[{"id":"https://openalex.org/I78577930","display_name":"Columbia University","ror":"https://ror.org/00hj8s172","country_code":"US","type":"education","lineage":["https://openalex.org/I78577930"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"David Waltz","raw_affiliation_strings":["The Center for Computational Learning Systems (CCLS), Columbia University, New York, NY, USA"],"affiliations":[{"raw_affiliation_string":"The Center for Computational Learning Systems (CCLS), Columbia University, New York, NY, USA","institution_ids":["https://openalex.org/I78577930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080269341","display_name":"Karthik M. Ramasamy","orcid":null},"institutions":[{"id":"https://openalex.org/I78577930","display_name":"Columbia University","ror":"https://ror.org/00hj8s172","country_code":"US","type":"education","lineage":["https://openalex.org/I78577930"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Karthik M. Ramasamy","raw_affiliation_strings":["The Center for Computational Learning Systems (CCLS), Columbia University, New York, NY, USA"],"affiliations":[{"raw_affiliation_string":"The Center for Computational Learning Systems (CCLS), Columbia University, New York, NY, USA","institution_ids":["https://openalex.org/I78577930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000258788","display_name":"Phil Gross","orcid":null},"institutions":[{"id":"https://openalex.org/I78577930","display_name":"Columbia University","ror":"https://ror.org/00hj8s172","country_code":"US","type":"education","lineage":["https://openalex.org/I78577930"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Phil Gross","raw_affiliation_strings":["The Center for Computational Learning Systems (CCLS), Columbia University, New York, NY, USA"],"affiliations":[{"raw_affiliation_string":"The Center for Computational Learning Systems (CCLS), Columbia University, New York, NY, USA","institution_ids":["https://openalex.org/I78577930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012289548","display_name":"Ansaf Salleb-Aouissi","orcid":"https://orcid.org/0000-0001-9858-905X"},"institutions":[{"id":"https://openalex.org/I78577930","display_name":"Columbia University","ror":"https://ror.org/00hj8s172","country_code":"US","type":"education","lineage":["https://openalex.org/I78577930"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ansaf Salleb-Aouissi","raw_affiliation_strings":["The Center for Computational Learning Systems (CCLS), Columbia University, New York, NY, USA"],"affiliations":[{"raw_affiliation_string":"The Center for Computational Learning Systems (CCLS), Columbia University, New York, NY, USA","institution_ids":["https://openalex.org/I78577930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112198533","display_name":"Hatim Diab","orcid":null},"institutions":[{"id":"https://openalex.org/I78577930","display_name":"Columbia University","ror":"https://ror.org/00hj8s172","country_code":"US","type":"education","lineage":["https://openalex.org/I78577930"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hatim Diab","raw_affiliation_strings":["The Center for Computational Learning Systems (CCLS), Columbia University, New York, NY, USA"],"affiliations":[{"raw_affiliation_string":"The Center for Computational Learning Systems (CCLS), Columbia University, New York, NY, USA","institution_ids":["https://openalex.org/I78577930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029023355","display_name":"Manoj Pooleery","orcid":null},"institutions":[{"id":"https://openalex.org/I78577930","display_name":"Columbia University","ror":"https://ror.org/00hj8s172","country_code":"US","type":"education","lineage":["https://openalex.org/I78577930"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Manoj Pooleery","raw_affiliation_strings":["The Center for Computational Learning Systems (CCLS), Columbia University, New York, NY"],"affiliations":[{"raw_affiliation_string":"The Center for Computational Learning Systems (CCLS), Columbia University, New York, NY","institution_ids":["https://openalex.org/I78577930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041807795","display_name":"Catherine A. Schevon","orcid":"https://orcid.org/0000-0002-4485-7933"},"institutions":[{"id":"https://openalex.org/I78577930","display_name":"Columbia University","ror":"https://ror.org/00hj8s172","country_code":"US","type":"education","lineage":["https://openalex.org/I78577930"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Catherine A. Schevon","raw_affiliation_strings":["The Columbia University Medical School (CUMC), Columbia University, New York, NY, USA"],"affiliations":[{"raw_affiliation_string":"The Columbia University Medical School (CUMC), Columbia University, New York, NY, USA","institution_ids":["https://openalex.org/I78577930"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001059361","display_name":"Ronald G. Emerson","orcid":"https://orcid.org/0000-0002-8592-7539"},"institutions":[{"id":"https://openalex.org/I78577930","display_name":"Columbia University","ror":"https://ror.org/00hj8s172","country_code":"US","type":"education","lineage":["https://openalex.org/I78577930"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ronald Emerson","raw_affiliation_strings":["The Columbia University Medical School (CUMC), Columbia University, New York, NY, USA"],"affiliations":[{"raw_affiliation_string":"The Columbia University Medical School (CUMC), Columbia University, New York, NY, USA","institution_ids":["https://openalex.org/I78577930"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5089263620"],"corresponding_institution_ids":["https://openalex.org/I78577930"],"apc_list":null,"apc_paid":null,"fwci":0.1578,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.57857763,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"51","issue":null,"first_page":"782","last_page":"787"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9998999834060669,"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"}},"topics":[{"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9919000267982483,"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/T11447","display_name":"Blind Source Separation Techniques","score":0.9872000217437744,"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/computer-science","display_name":"Computer science","score":0.7588679790496826},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.7221050262451172},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.6037894487380981},{"id":"https://openalex.org/keywords/epileptic-seizure","display_name":"Epileptic seizure","score":0.5620830655097961},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5369790196418762},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.48487672209739685},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.46415624022483826},{"id":"https://openalex.org/keywords/subspace-topology","display_name":"Subspace topology","score":0.44937872886657715},{"id":"https://openalex.org/keywords/bivariate-analysis","display_name":"Bivariate analysis","score":0.4245983958244324},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3211665749549866},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.0888332724571228},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.08395299315452576},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08083873987197876}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7588679790496826},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7221050262451172},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.6037894487380981},{"id":"https://openalex.org/C2779334592","wikidata":"https://www.wikidata.org/wiki/Q6279182","display_name":"Epileptic seizure","level":3,"score":0.5620830655097961},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5369790196418762},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.48487672209739685},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.46415624022483826},{"id":"https://openalex.org/C32834561","wikidata":"https://www.wikidata.org/wiki/Q660730","display_name":"Subspace topology","level":2,"score":0.44937872886657715},{"id":"https://openalex.org/C64341305","wikidata":"https://www.wikidata.org/wiki/Q4919225","display_name":"Bivariate analysis","level":2,"score":0.4245983958244324},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3211665749549866},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0888332724571228},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.08395299315452576},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08083873987197876},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icmla.2010.119","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icmla.2010.119","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2010 Ninth International Conference on Machine Learning and Applications","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.46000000834465027}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W565442557","https://openalex.org/W1672197616","https://openalex.org/W1967764355","https://openalex.org/W1989638282","https://openalex.org/W2006533296","https://openalex.org/W2054845099","https://openalex.org/W2073135166","https://openalex.org/W2088222765","https://openalex.org/W2091082022","https://openalex.org/W2127218421","https://openalex.org/W2148694408","https://openalex.org/W2150593711","https://openalex.org/W2153981893","https://openalex.org/W2159025673","https://openalex.org/W2170014674","https://openalex.org/W2478480681","https://openalex.org/W2963673689","https://openalex.org/W4250857377","https://openalex.org/W4285719527","https://openalex.org/W6615868069","https://openalex.org/W6636955212","https://openalex.org/W6639038281","https://openalex.org/W6678914141","https://openalex.org/W6682517028","https://openalex.org/W6684821008"],"related_works":["https://openalex.org/W1980381208","https://openalex.org/W1721599012","https://openalex.org/W2901858382","https://openalex.org/W4384273653","https://openalex.org/W2364594919","https://openalex.org/W4372063917","https://openalex.org/W4232399475","https://openalex.org/W3090632489","https://openalex.org/W2167092671","https://openalex.org/W2166624857"],"abstract_inverted_index":{"Automatic":[0],"seizure":[1,40,86,129],"detection":[2,138],"is":[3,59],"becoming":[4],"popular":[5],"in":[6],"modern":[7],"epilepsy":[8],"monitoring":[9,15],"units":[10],"since":[11],"it":[12],"assists":[13],"diagnostic":[14],"and":[16,96,102,115,134,141],"reduces":[17],"manual":[18],"review":[19],"of":[20,23,33,46,61,74,81,106,126,139,146],"large":[21],"volumes":[22],"EEG":[24],"recordings.":[25],"In":[26],"this":[27,82],"paper,":[28],"we":[29,89],"describe":[30],"the":[31,100,104,120,143,147],"application":[32],"machine":[34],"learning":[35],"algorithms":[36,111],"for":[37,93,118],"building":[38],"patient-specific":[39],"detectors":[41,87,130],"on":[42],"multiple":[43],"frequency":[44],"bands":[45],"intra-cranial":[47],"electroencephalogram":[48],"(iEEG)":[49],"recorded":[50],"by":[51],"a":[52,64],"dense":[53],"Micro-Electrode":[54],"Array":[55],"(MEA).":[56],"The":[57],"MEA":[58],"capable":[60],"recording":[62],"at":[63],"very":[65],"high":[66,108],"sampling":[67],"rate":[68],"(30":[69],"KHz)":[70],"producing":[71],"an":[72],"avalanche":[73],"time":[75],"series":[76],"data.":[77],"We":[78],"explore":[79],"subsets":[80],"data":[83],"to":[84],"build":[85],"-":[88],"discuss":[90],"several":[91],"methods":[92],"extracting":[94],"univariate":[95],"bivariate":[97],"features":[98,133],"from":[99],"channels":[101],"study":[103],"effectiveness":[105],"using":[107,131],"dimensional":[109],"clustering":[110,117,136],"such":[112],"as":[113],"K-means":[114],"Subspace":[116],"constructing":[119],"model.":[121],"Future":[122],"work":[123],"involves":[124],"design":[125],"more":[127],"robust":[128],"other":[132],"non-parametric":[135],"techniques,":[137],"artifacts":[140],"understanding":[142],"generalization":[144],"properties":[145],"models.":[148]},"counts_by_year":[{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
