{"id":"https://openalex.org/W4377091877","doi":"https://doi.org/10.3233/shti230109","title":"Optimization of Pre-Ictal Interval Time Period for Epileptic Seizure Prediction Using Temporal and Frequency Features","display_name":"Optimization of Pre-Ictal Interval Time Period for Epileptic Seizure Prediction Using Temporal and Frequency Features","publication_year":2023,"publication_date":"2023-05-18","ids":{"openalex":"https://openalex.org/W4377091877","doi":"https://doi.org/10.3233/shti230109","pmid":"https://pubmed.ncbi.nlm.nih.gov/37203653"},"language":"en","primary_location":{"id":"doi:10.3233/shti230109","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti230109","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI230109","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI230109","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5050829652","display_name":"Abdul Aleem Shaik Gadda","orcid":null},"institutions":[{"id":"https://openalex.org/I56404289","display_name":"Indian Institute of Technology BHU","ror":"https://ror.org/01kh5gc44","country_code":"IN","type":"education","lineage":["https://openalex.org/I56404289"]},{"id":"https://openalex.org/I91357014","display_name":"Banaras Hindu University","ror":"https://ror.org/04cdn2797","country_code":"IN","type":"education","lineage":["https://openalex.org/I91357014"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Abdul Aleem Shaik Gadda","raw_affiliation_strings":["School of Biomedical Engineering, Indian Institute of Technology (BHU), Varanasi, Uttar Pradesh, India"],"affiliations":[{"raw_affiliation_string":"School of Biomedical Engineering, Indian Institute of Technology (BHU), Varanasi, Uttar Pradesh, India","institution_ids":["https://openalex.org/I56404289","https://openalex.org/I91357014"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042684099","display_name":"Dhanvi Vedantham","orcid":null},"institutions":[{"id":"https://openalex.org/I56404289","display_name":"Indian Institute of Technology BHU","ror":"https://ror.org/01kh5gc44","country_code":"IN","type":"education","lineage":["https://openalex.org/I56404289"]},{"id":"https://openalex.org/I91357014","display_name":"Banaras Hindu University","ror":"https://ror.org/04cdn2797","country_code":"IN","type":"education","lineage":["https://openalex.org/I91357014"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Dhanvi Vedantham","raw_affiliation_strings":["School of Biomedical Engineering, Indian Institute of Technology (BHU), Varanasi, Uttar Pradesh, India"],"affiliations":[{"raw_affiliation_string":"School of Biomedical Engineering, Indian Institute of Technology (BHU), Varanasi, Uttar Pradesh, India","institution_ids":["https://openalex.org/I56404289","https://openalex.org/I91357014"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064175550","display_name":"John Thomas","orcid":"https://orcid.org/0000-0003-0144-3746"},"institutions":[{"id":"https://openalex.org/I1292859797","display_name":"Montreal Neurological Institute and Hospital","ror":"https://ror.org/05ghs6f64","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1292859797"]},{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"John Thomas","raw_affiliation_strings":["Montreal Neurological Institute, McGill University, Montreal, Canada"],"affiliations":[{"raw_affiliation_string":"Montreal Neurological Institute, McGill University, Montreal, Canada","institution_ids":["https://openalex.org/I1292859797","https://openalex.org/I5023651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081952940","display_name":"Rajamanickam Yuvaraj","orcid":"https://orcid.org/0000-0003-4526-0749"},"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":"Yuvaraj Rajamanickam","raw_affiliation_strings":["Science of Learning in Education Centre (SoLEC), National Institute of Education (NIE), Nanyang Technological University (NTU), Singapore"],"affiliations":[{"raw_affiliation_string":"Science of Learning in Education Centre (SoLEC), National Institute of Education (NIE), Nanyang Technological University (NTU), Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013376895","display_name":"Ramshekhar N. Menon","orcid":"https://orcid.org/0000-0002-0972-3307"},"institutions":[{"id":"https://openalex.org/I2800373951","display_name":"Sree Chitra Thirunal Institute for Medical Sciences and Technology","ror":"https://ror.org/05757k612","country_code":"IN","type":"facility","lineage":["https://openalex.org/I2800373951"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ramshekhar N. Menon","raw_affiliation_strings":["Department of Neurology, R Madhavan Nayar Center for Comprehensive Epilepsy Care, Cognition Behavioral Neurology, Sree Chitra Tirunal Institute for Medical Sciences and Technology, Trivandrum, Kerala, India"],"affiliations":[{"raw_affiliation_string":"Department of Neurology, R Madhavan Nayar Center for Comprehensive Epilepsy Care, Cognition Behavioral Neurology, Sree Chitra Tirunal Institute for Medical Sciences and Technology, Trivandrum, Kerala, India","institution_ids":["https://openalex.org/I2800373951"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075091286","display_name":"Jac Fredo Agastinose Ronickom","orcid":"https://orcid.org/0000-0001-5759-6632"},"institutions":[{"id":"https://openalex.org/I56404289","display_name":"Indian Institute of Technology BHU","ror":"https://ror.org/01kh5gc44","country_code":"IN","type":"education","lineage":["https://openalex.org/I56404289"]},{"id":"https://openalex.org/I91357014","display_name":"Banaras Hindu University","ror":"https://ror.org/04cdn2797","country_code":"IN","type":"education","lineage":["https://openalex.org/I91357014"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Jac Fredo Agastinose Ronickom","raw_affiliation_strings":["School of Biomedical Engineering, Indian Institute of Technology (BHU), Varanasi, Uttar Pradesh, India"],"affiliations":[{"raw_affiliation_string":"School of Biomedical Engineering, Indian Institute of Technology (BHU), Varanasi, Uttar Pradesh, India","institution_ids":["https://openalex.org/I56404289","https://openalex.org/I91357014"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5050829652"],"corresponding_institution_ids":["https://openalex.org/I56404289","https://openalex.org/I91357014"],"apc_list":null,"apc_paid":null,"fwci":11.9075,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.98892278,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"302","issue":null,"first_page":"232","last_page":"236"},"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/T14319","display_name":"Currency Recognition and Detection","score":0.9645000100135803,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/ictal","display_name":"Ictal","score":0.8672498464584351},{"id":"https://openalex.org/keywords/epilepsy","display_name":"Epilepsy","score":0.7727763652801514},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.648457407951355},{"id":"https://openalex.org/keywords/epileptic-seizure","display_name":"Epileptic seizure","score":0.5196048617362976},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5050998330116272},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4574207365512848},{"id":"https://openalex.org/keywords/interval","display_name":"Interval (graph theory)","score":0.42997342348098755},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.39514443278312683},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3220687508583069},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.2478165626525879},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.195715069770813},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1493074893951416}],"concepts":[{"id":"https://openalex.org/C17755696","wikidata":"https://www.wikidata.org/wiki/Q16564780","display_name":"Ictal","level":3,"score":0.8672498464584351},{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.7727763652801514},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.648457407951355},{"id":"https://openalex.org/C2779334592","wikidata":"https://www.wikidata.org/wiki/Q6279182","display_name":"Epileptic seizure","level":3,"score":0.5196048617362976},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5050998330116272},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4574207365512848},{"id":"https://openalex.org/C2778067643","wikidata":"https://www.wikidata.org/wiki/Q166507","display_name":"Interval (graph theory)","level":2,"score":0.42997342348098755},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.39514443278312683},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3220687508583069},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2478165626525879},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.195715069770813},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1493074893951416},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004827","descriptor_name":"Epilepsy","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D004827","descriptor_name":"Epilepsy","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D004827","descriptor_name":"Epilepsy","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.3233/shti230109","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti230109","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI230109","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},{"id":"pmid:37203653","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37203653","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":"Studies in health technology and informatics","raw_type":null}],"best_oa_location":{"id":"doi:10.3233/shti230109","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti230109","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI230109","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.7200000286102295,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4377091877.pdf"},"referenced_works_count":6,"referenced_works":["https://openalex.org/W192718287","https://openalex.org/W2120853742","https://openalex.org/W2167334234","https://openalex.org/W4248307879","https://openalex.org/W4285274631","https://openalex.org/W4307023738"],"related_works":["https://openalex.org/W2075017247","https://openalex.org/W1988222024","https://openalex.org/W2078261043","https://openalex.org/W4318917056","https://openalex.org/W2405240590","https://openalex.org/W2809907213","https://openalex.org/W2166624857","https://openalex.org/W2363907062","https://openalex.org/W2393137063","https://openalex.org/W2899025944"],"abstract_inverted_index":{"Epilepsy":[0],"is":[1,14],"a":[2,49,65],"neurological":[3],"disorder":[4],"characterized":[5],"by":[6,124],"recurrent":[7],"seizures.":[8],"Automated":[9],"prediction":[10,168],"of":[11,20,40,75,98],"epileptic":[12,22,41],"seizures":[13,47,140],"essential":[15],"in":[16],"monitoring":[17],"the":[18,59,73,76,81,95,99,105,113,117,122,135,144,155,164],"health":[19],"an":[21],"individual":[23],"to":[24,45,78,111,120,162],"avoid":[25],"cognitive":[26],"problems,":[27],"accidental":[28],"injuries,":[29],"and":[30,83,88,101,167],"even":[31],"fatality.":[32],"In":[33],"this":[34],"study,":[35],"scalp":[36],"electroencephalogram":[37],"(EEG)":[38],"recordings":[39],"individuals":[42],"were":[43,92],"used":[44],"predict":[46,121,139],"using":[48,64],"configurable":[50],"Extreme":[51],"Gradient":[52],"Boosting":[53],"(XGBoost)":[54],"machine":[55],"learning":[56],"algorithm.":[57],"Initially,":[58],"EEG":[60],"data":[61],"was":[62,109,151],"preprocessed":[63],"standard":[66],"pipeline.":[67],"We":[68],"investigated":[69],"36":[70],"minutes":[71,142],"before":[72,143],"onset":[74],"seizure":[77,123,173],"classify":[79],"between":[80],"pre-ictal":[82,100,118],"inter-ictal":[84,102],"states.":[85],"Further,":[86],"temporal":[87],"frequency":[89],"domain":[90],"features":[91,166],"extracted":[93],"from":[94],"different":[96],"intervals":[97],"periods.":[103],"Then,":[104],"XGBoost":[106],"classification":[107,148],"model":[108,137],"utilized":[110],"optimize":[112],"best":[114,165],"interval":[115,169],"for":[116,170],"state":[119],"applying":[125],"Leave":[126],"one":[127],"patient":[128],"out":[129],"cross-validation.":[130],"Our":[131],"results":[132],"suggest":[133],"that":[134],"proposed":[136],"could":[138],"10.17":[141],"onset.":[145],"The":[146],"highest":[147],"accuracy":[149],"achieved":[150],"83.33":[152],"%.":[153],"Thus,":[154],"suggested":[156],"framework":[157],"can":[158],"be":[159],"optimized":[160],"further":[161],"select":[163],"more":[171],"accurate":[172],"forecasting.":[174]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":1}],"updated_date":"2026-04-02T15:55:50.835912","created_date":"2025-10-10T00:00:00"}