{"id":"https://openalex.org/W1644417361","doi":"https://doi.org/10.1109/icacci.2015.7275808","title":"Statistical features based epileptic seizure EEG detection - an efficacy evaluation","display_name":"Statistical features based epileptic seizure EEG detection - an efficacy evaluation","publication_year":2015,"publication_date":"2015-08-01","ids":{"openalex":"https://openalex.org/W1644417361","doi":"https://doi.org/10.1109/icacci.2015.7275808","mag":"1644417361"},"language":"en","primary_location":{"id":"doi:10.1109/icacci.2015.7275808","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icacci.2015.7275808","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 International Conference on Advances in Computing, Communications and Informatics (ICACCI)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5024628691","display_name":"Gopika Gopan K","orcid":"https://orcid.org/0000-0002-6202-6885"},"institutions":[{"id":"https://openalex.org/I181514455","display_name":"International Institute of Information Technology Bangalore","ror":"https://ror.org/05h9eqy10","country_code":"IN","type":"education","lineage":["https://openalex.org/I181514455"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Gopika Gopan K","raw_affiliation_strings":["International Institute of Information Technology, Bangalore, India","International Institute of Information Technology Bangalore, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"International Institute of Information Technology, Bangalore, India","institution_ids":["https://openalex.org/I181514455"]},{"raw_affiliation_string":"International Institute of Information Technology Bangalore, India","institution_ids":["https://openalex.org/I181514455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014371833","display_name":"Neelam Sinha","orcid":"https://orcid.org/0000-0001-8164-8412"},"institutions":[{"id":"https://openalex.org/I181514455","display_name":"International Institute of Information Technology Bangalore","ror":"https://ror.org/05h9eqy10","country_code":"IN","type":"education","lineage":["https://openalex.org/I181514455"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Neelam Sinha","raw_affiliation_strings":["International Institute of Information Technology, Bangalore, India","International Institute of Information Technology Bangalore, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"International Institute of Information Technology, Bangalore, India","institution_ids":["https://openalex.org/I181514455"]},{"raw_affiliation_string":"International Institute of Information Technology Bangalore, India","institution_ids":["https://openalex.org/I181514455"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083574497","display_name":"Dinesh Babu J","orcid":null},"institutions":[{"id":"https://openalex.org/I181514455","display_name":"International Institute of Information Technology Bangalore","ror":"https://ror.org/05h9eqy10","country_code":"IN","type":"education","lineage":["https://openalex.org/I181514455"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Dinesh Babu J","raw_affiliation_strings":["International Institute of Information Technology, Bangalore, India","International Institute of Information Technology Bangalore, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"International Institute of Information Technology, Bangalore, India","institution_ids":["https://openalex.org/I181514455"]},{"raw_affiliation_string":"International Institute of Information Technology Bangalore, India","institution_ids":["https://openalex.org/I181514455"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I181514455"],"apc_list":null,"apc_paid":null,"fwci":1.2364,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.72815534,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1394","last_page":"1398"},"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/T11447","display_name":"Blind Source Separation Techniques","score":0.996399998664856,"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/T10320","display_name":"Neural Networks and Applications","score":0.995199978351593,"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/electroencephalography","display_name":"Electroencephalography","score":0.83122318983078},{"id":"https://openalex.org/keywords/epileptic-seizure","display_name":"Epileptic seizure","score":0.6936944723129272},{"id":"https://openalex.org/keywords/epilepsy","display_name":"Epilepsy","score":0.6258984208106995},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5913439393043518},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38609957695007324},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.36504146456718445},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.20722991228103638},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1840037703514099}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.83122318983078},{"id":"https://openalex.org/C2779334592","wikidata":"https://www.wikidata.org/wiki/Q6279182","display_name":"Epileptic seizure","level":3,"score":0.6936944723129272},{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.6258984208106995},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5913439393043518},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38609957695007324},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.36504146456718445},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.20722991228103638},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1840037703514099}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icacci.2015.7275808","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icacci.2015.7275808","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 International Conference on Advances in Computing, Communications and Informatics (ICACCI)","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":36,"referenced_works":["https://openalex.org/W1483212964","https://openalex.org/W1495061682","https://openalex.org/W1549412372","https://openalex.org/W1567394263","https://openalex.org/W1583700199","https://openalex.org/W1964824984","https://openalex.org/W1967349854","https://openalex.org/W1974590995","https://openalex.org/W1979819271","https://openalex.org/W1983386144","https://openalex.org/W1989801867","https://openalex.org/W1992343153","https://openalex.org/W1999485133","https://openalex.org/W1999993099","https://openalex.org/W2004424481","https://openalex.org/W2040895929","https://openalex.org/W2041935121","https://openalex.org/W2077991879","https://openalex.org/W2092634008","https://openalex.org/W2096448968","https://openalex.org/W2097120763","https://openalex.org/W2113894235","https://openalex.org/W2119821739","https://openalex.org/W2122923860","https://openalex.org/W2154053567","https://openalex.org/W2169292331","https://openalex.org/W2317155192","https://openalex.org/W2534845137","https://openalex.org/W2998216295","https://openalex.org/W2999812538","https://openalex.org/W3139562178","https://openalex.org/W4235424500","https://openalex.org/W4239510810","https://openalex.org/W4285719527","https://openalex.org/W4376848438","https://openalex.org/W7045482602"],"related_works":["https://openalex.org/W2395385109","https://openalex.org/W2773633178","https://openalex.org/W2080101436","https://openalex.org/W2802335767","https://openalex.org/W2922348724","https://openalex.org/W2033914206","https://openalex.org/W2042327336","https://openalex.org/W2166624857","https://openalex.org/W2363907062","https://openalex.org/W2393137063"],"abstract_inverted_index":{"Electroencephalographic":[0],"(EEG)":[1],"patterns":[2],"are":[3,95,126],"electrical":[4],"signals":[5],"generated":[6],"in":[7,14,22,42,51,63,181],"association":[8],"with":[9,18,188],"neural":[10,40],"activities.":[11],"Most":[12],"anomalies":[13],"brain":[15,30,44],"functioning":[16],"manifest":[17],"their":[19,160],"signature":[20],"characteristics":[21],"EEG":[23,34,84],"pattern.":[24],"Epileptic":[25],"seizure,":[26],"which":[27],"is":[28,36],"a":[29,110],"abnormality":[31],"well-studied":[32],"through":[33],"analysis,":[35],"an":[37],"abnormal":[38],"harmonious":[39],"activity":[41],"the":[43,47,64,73,151,164,175,178,186],"characterized":[45],"by":[46],"presence":[48],"of":[49,56,66,75,78,83,113,118,150],"spikes":[50],"EEG.":[52],"An":[53],"automated":[54],"detection":[55],"epileptic":[57,67],"seizures":[58],"proves":[59],"useful":[60],"to":[61,128,158,173],"Neurologists":[62],"diagnosis":[65],"patients.":[68],"This":[69],"work":[70],"contributes":[71],"towards":[72,81],"study":[74],"efficacy":[76],"evaluation":[77],"statistical":[79,92],"features":[80,93,107,152],"classification":[82,157],"data":[85],"as":[86,131,185],"Ictal,":[87,120],"Inter-Ictal":[88,122],"and":[89,104,123,142],"Normal.":[90],"The":[91,106],"considered":[94],"energy,":[96],"entropy,":[97],"median":[98],"absolute":[99],"deviation,":[100],"interquartile":[101],"range,":[102],"skewness":[103],"kurtosis.":[105],"extracted":[108],"from":[109],"real":[111],"dataset":[112],"500":[114],"time":[115],"series,":[116],"comprising":[117],"100":[119],"200":[121,124],"Normal":[125],"given":[127],"classifiers":[129],"such":[130],"Support":[132],"Vector":[133],"Machine(SVM),":[134],"Fuzzy":[135],"k-Nearest":[136,140],"Neighbor":[137],"(Fuzzy":[138],"k-NN),":[139],"Neighbor(k-NN)":[141],"Naive":[143],"Bayes":[144],"for":[145,156],"three":[146],"class":[147],"classification.":[148],"Each":[149],"were":[153],"used":[154,172],"separately":[155],"determine":[159],"individual":[161],"efficacies.":[162],"Alongside,":[163],"popular":[165],"feature":[166,187],"ranking":[167],"method":[168],"\u2018ReliefF\u2019":[169],"has":[170],"been":[171],"rank":[174],"features.":[176],"Both":[177],"evaluations":[179],"resulted":[180],"\u201centropy\u201d":[182],"being":[183],"ranked":[184],"maximum":[189],"efficacy.":[190]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":2},{"year":2016,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}