{"id":"https://openalex.org/W3042045360","doi":"https://doi.org/10.1145/3405758.3405763","title":"Smartphone based Early Detection of Epileptic Seizures Using Machine Learning","display_name":"Smartphone based Early Detection of Epileptic Seizures Using Machine Learning","publication_year":2020,"publication_date":"2020-05-22","ids":{"openalex":"https://openalex.org/W3042045360","doi":"https://doi.org/10.1145/3405758.3405763","mag":"3042045360"},"language":"en","primary_location":{"id":"doi:10.1145/3405758.3405763","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3405758.3405763","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2020 12th International Conference on Bioinformatics and Biomedical Technology","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/A5027589604","display_name":"Shweta Gupta","orcid":"https://orcid.org/0000-0003-0909-6021"},"institutions":[{"id":"https://openalex.org/I106826634","display_name":"Jain University","ror":"https://ror.org/01cnqpt53","country_code":"IN","type":"education","lineage":["https://openalex.org/I106826634"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Shweta Gupta","raw_affiliation_strings":["Electronics and Communication Engineering Department, Jain University, Bangalore, Karnataka, India"],"affiliations":[{"raw_affiliation_string":"Electronics and Communication Engineering Department, Jain University, Bangalore, Karnataka, India","institution_ids":["https://openalex.org/I106826634"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5027589604"],"corresponding_institution_ids":["https://openalex.org/I106826634"],"apc_list":null,"apc_paid":null,"fwci":0.6693,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.66172207,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"38","last_page":"42"},"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/T11021","display_name":"ECG Monitoring and Analysis","score":0.9861999750137329,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"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/T11447","display_name":"Blind Source Separation Techniques","score":0.9782000184059143,"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":0.6979737281799316},{"id":"https://openalex.org/keywords/epilepsy","display_name":"Epilepsy","score":0.6973165273666382},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6798690557479858},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6502781510353088},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.569253146648407},{"id":"https://openalex.org/keywords/preprocessor","display_name":"Preprocessor","score":0.55699622631073},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5417680144309998},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.48327070474624634},{"id":"https://openalex.org/keywords/epileptic-seizure","display_name":"Epileptic seizure","score":0.45975255966186523},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.17143648862838745},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.107982337474823},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.08901593089103699}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6979737281799316},{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.6973165273666382},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6798690557479858},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6502781510353088},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.569253146648407},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.55699622631073},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5417680144309998},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.48327070474624634},{"id":"https://openalex.org/C2779334592","wikidata":"https://www.wikidata.org/wiki/Q6279182","display_name":"Epileptic seizure","level":3,"score":0.45975255966186523},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.17143648862838745},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.107982337474823},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.08901593089103699}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3405758.3405763","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3405758.3405763","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2020 12th International Conference on Bioinformatics and Biomedical Technology","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":0.75}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1543972876","https://openalex.org/W1985963135","https://openalex.org/W2008056655","https://openalex.org/W2027927824","https://openalex.org/W2045394053","https://openalex.org/W2057127352","https://openalex.org/W2062895901","https://openalex.org/W2071430622","https://openalex.org/W2080168990","https://openalex.org/W2092361871","https://openalex.org/W2100736366","https://openalex.org/W2103365094","https://openalex.org/W2105271344","https://openalex.org/W2126030941","https://openalex.org/W2126100024","https://openalex.org/W2142280324","https://openalex.org/W2152282628","https://openalex.org/W2160369036","https://openalex.org/W2167334234","https://openalex.org/W2889987476","https://openalex.org/W4214729772"],"related_works":["https://openalex.org/W2922348724","https://openalex.org/W200322357","https://openalex.org/W2130428257","https://openalex.org/W4308951944","https://openalex.org/W2057366091","https://openalex.org/W2090763504","https://openalex.org/W4312960290","https://openalex.org/W2049513647","https://openalex.org/W2988848585","https://openalex.org/W2166624857"],"abstract_inverted_index":{"This":[0],"research":[1,153],"paper":[2,154],"proposes":[3],"early":[4],"detection":[5,40],"of":[6,41,62,71,91,98,126,135,146,209],"epileptic":[7,104,127,147,162],"signal":[8,13,29],"using":[9,21,84,234],"wearable":[10,235],"sensor":[11],"and":[12,30,44,77,82,120,137,188,195,215,219],"is":[14,39,48,201,217,225],"transmitted":[15],"to":[16,50,89],"smartphone.":[17],"In":[18],"smartphone,":[19],"by":[20,192,228],"machine":[22,35,85,121,179],"learning":[23,36,86,122,180],"algorithm":[24,173],"which":[25,106,159,182,206],"works":[26],"on":[27],"EEG":[28],"after":[31],"processing,":[32],"it":[33,101],"with":[34],"model":[37,158,181,191],"there":[38],"preictal":[42],"state":[43,200],"immediately":[45],"emergency":[46],"SMS":[47],"sent":[49],"nurse/doctor":[51],"mobile":[52],"so":[53],"that":[54],"drug":[55],"can":[56,79,112],"be":[57,80,113],"injected":[58],"in":[59,94,103,150,161,186],"the":[60,63,66,99,110,151,190,212],"body":[61],"patient":[64],"before":[65,109,167,211],"actual":[67],"attack":[68],"happens.":[69],"Tremors":[70],"brain":[72],"diseases":[73],"like":[74],"Epilepsy,":[75],"Parkinson's":[76],"depression":[78],"identified":[81],"diagnosed":[83],"methods.":[87],"Due":[88],"deficiency":[90],"dopamine":[92],"chemical":[93],"Substantia":[95],"Nigra":[96],"region":[97],"brain,":[100],"results":[102],"seizures,":[105],"if":[107],"predicted":[108],"onset":[111],"controlled":[114],"through":[115,203],"medication.":[116],"Thus,":[117,149],"Computational":[118],"methods":[119,123],"involves":[124],"prediction":[125,145,164,224],"seizures":[128,163,168],"from":[129,231],"Electroencephalograms":[130],"(EEG)":[131],"signals.":[132],"But":[133],"removal":[134],"noise":[136],"extracting":[138,193],"features":[139],"are":[140],"two":[141],"major":[142],"challenges":[143],"for":[144,223],"seizures.":[148],"upcoming":[152],"we":[155],"propose":[156],"a":[157],"helps":[160],"sufficient":[165],"time":[166,196,221],"start.":[169],"Support":[170],"Vector":[171],"Machine":[172],"has":[174],"been":[175],"proposed":[176,204],"as":[177],"suitable":[178],"finds":[183],"it's":[184],"application":[185],"preprocessing":[187],"train":[189],"frequency":[194],"domain":[197],"features.":[198],"Preictal":[199],"detected":[202],"model,":[205],"starts":[207],"couple":[208],"minutes":[210,227],"seizure":[213],"onset,":[214],"accuracy":[216],"92.2%":[218],"average":[220],"taken":[222],"92.23":[226],"taking":[229],"samples":[230],"22":[232],"subjects":[233],"sensors.":[236]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
