{"id":"https://openalex.org/W1734084943","doi":"https://doi.org/10.1109/icdsp.2002.1028162","title":"A systematic approach to seizure prediction using genetic and classifier based feature selection","display_name":"A systematic approach to seizure prediction using genetic and classifier based feature selection","publication_year":2003,"publication_date":"2003-06-25","ids":{"openalex":"https://openalex.org/W1734084943","doi":"https://doi.org/10.1109/icdsp.2002.1028162","mag":"1734084943"},"language":"en","primary_location":{"id":"doi:10.1109/icdsp.2002.1028162","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icdsp.2002.1028162","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2002 14th International Conference on Digital Signal Processing Proceedings. DSP 2002 (Cat. No.02TH8628)","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/A5000026097","display_name":"Maryann D\u2019Alessandro","orcid":"https://orcid.org/0000-0002-1526-9729"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"M. D'Alessandro","raw_affiliation_strings":["Dept. of Electr. & Comput. Eng., Georgia Inst. of Technol., Atlanta, GA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Electr. & Comput. Eng., Georgia Inst. of Technol., Atlanta, GA, USA","institution_ids":["https://openalex.org/I130701444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039162074","display_name":"George Vachtsevanos","orcid":null},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"G. Vachtsevanos","raw_affiliation_strings":["Dept. of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA, USA","institution_ids":["https://openalex.org/I130701444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038360873","display_name":"R. Esteller","orcid":null},"institutions":[{"id":"https://openalex.org/I4210097963","display_name":"NeuroPace (United States)","ror":"https://ror.org/00znwxq75","country_code":"US","type":"company","lineage":["https://openalex.org/I4210097963"]},{"id":"https://openalex.org/I629287","display_name":"Sim\u00f3n Bol\u00edvar University","ror":"https://ror.org/01ak5cj98","country_code":"VE","type":"education","lineage":["https://openalex.org/I629287"]}],"countries":["US","VE"],"is_corresponding":false,"raw_author_name":"R. Esteller","raw_affiliation_strings":["NeuroPace, Inc., Sunnyvale, CA","Universidad Sim\u00f3n Bol\u00edvar, Caracas, Venezuela"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NeuroPace, Inc., Sunnyvale, CA","institution_ids":["https://openalex.org/I4210097963"]},{"raw_affiliation_string":"Universidad Sim\u00f3n Bol\u00edvar, Caracas, Venezuela","institution_ids":["https://openalex.org/I629287"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070879584","display_name":"Javier Echauz","orcid":"https://orcid.org/0000-0001-5545-4278"},"institutions":[{"id":"https://openalex.org/I4210097963","display_name":"NeuroPace (United States)","ror":"https://ror.org/00znwxq75","country_code":"US","type":"company","lineage":["https://openalex.org/I4210097963"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"J. Echauz","raw_affiliation_strings":["NeuroPace, Inc., Sunnyvale, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NeuroPace, Inc., Sunnyvale, CA, USA","institution_ids":["https://openalex.org/I4210097963"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083923302","display_name":"David K. Sewell","orcid":"https://orcid.org/0000-0002-9966-8232"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"D. Sewell","raw_affiliation_strings":["Dept. of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA, USA","institution_ids":["https://openalex.org/I130701444"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017821899","display_name":"Brian Litt","orcid":"https://orcid.org/0000-0003-2732-6927"},"institutions":[{"id":"https://openalex.org/I110507236","display_name":"Gates (United States)","ror":"https://ror.org/03m0mkk67","country_code":"US","type":"company","lineage":["https://openalex.org/I110507236"]},{"id":"https://openalex.org/I2799810409","display_name":"Hospital of the University of Pennsylvania","ror":"https://ror.org/02917wp91","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799810409","https://openalex.org/I4210143392"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"B. Litt","raw_affiliation_strings":["Dept. of Neurology and Biomedical Engineering, 3West Gates, Hospital of the University of Pennsylvania, Philadelphia, PA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Neurology and Biomedical Engineering, 3West Gates, Hospital of the University of Pennsylvania, Philadelphia, PA, USA","institution_ids":["https://openalex.org/I2799810409","https://openalex.org/I110507236"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.05416412,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"2","issue":null,"first_page":"603","last_page":"606"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9997000098228455,"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":0.9997000098228455,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.989799976348877,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"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/T10320","display_name":"Neural Networks and Applications","score":0.9842000007629395,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7225916385650635},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7121913433074951},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.664946436882019},{"id":"https://openalex.org/keywords/preprocessor","display_name":"Preprocessor","score":0.6348517537117004},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.627967894077301},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.553878128528595},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.502964198589325},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.47810548543930054},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40441396832466125}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7225916385650635},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7121913433074951},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.664946436882019},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.6348517537117004},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.627967894077301},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.553878128528595},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.502964198589325},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.47810548543930054},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40441396832466125}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icdsp.2002.1028162","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icdsp.2002.1028162","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2002 14th International Conference on Digital Signal Processing Proceedings. DSP 2002 (Cat. No.02TH8628)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W8173372","https://openalex.org/W50076749","https://openalex.org/W96103682","https://openalex.org/W339803138","https://openalex.org/W1970892382","https://openalex.org/W1991801921","https://openalex.org/W2016170482","https://openalex.org/W2115289952","https://openalex.org/W2695777493","https://openalex.org/W2728974037","https://openalex.org/W4245608509","https://openalex.org/W4285719527","https://openalex.org/W6601962754","https://openalex.org/W6603957004"],"related_works":["https://openalex.org/W2943623134","https://openalex.org/W2397288865","https://openalex.org/W2494523064","https://openalex.org/W2215759665","https://openalex.org/W2368524271","https://openalex.org/W2960358116","https://openalex.org/W2030292806","https://openalex.org/W2147155098","https://openalex.org/W2576709312","https://openalex.org/W3041172967"],"abstract_inverted_index":{"Currently,":[0],"there":[1],"is":[2,67],"no":[3],"standard":[4],"approach":[5,25,80],"for":[6,12],"evaluating":[7],"the":[8,18,57,71,82],"intracranial":[9],"encephalographic":[10],"signals":[11,20],"seizure":[13],"prediction.":[14],"This":[15],"study":[16,89],"evaluates":[17],"IEEG":[19],"by":[21,86],"applying":[22],"a":[23,39,47,76,95,102],"systematic":[24],"to":[26,32,52,56,69],"feature":[27,60,73],"selection,":[28],"classification":[29],"and":[30,37,101],"validation":[31],"predict":[33],"seizures.":[34],"After":[35],"preprocessing":[36],"processing,":[38],"genetic":[40],"algorithm":[41],"selects":[42],"reasonable":[43],"features":[44,51],"off-line":[45],"from":[46],"preselected":[48],"group":[49],"of":[50,90,99,107],"serve":[53],"as":[54],"inputs":[55],"classifier":[58],"based":[59],"selection":[61],"process.":[62],"A":[63,88],"probabilistic":[64],"neural":[65],"network":[66],"used":[68],"select":[70],"optimal":[72],"vector":[74],"using":[75],"reed":[77],"forward":[78],"sequential":[79],"on":[81],"training":[83],"data":[84],"followed":[85],"classification.":[87],"four":[91],"patients":[92],"resulted":[93],"in":[94],"62.5%":[96],"average":[97],"probability":[98],"prediction":[100],"block":[103],"false":[104,109],"positive":[105,110],"rate":[106],"0.2775":[108],"predictions":[111],"per":[112],"hour.":[113]},"counts_by_year":[{"year":2017,"cited_by_count":1},{"year":2013,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}