{"id":"https://openalex.org/W2294869834","doi":"https://doi.org/10.1109/embc.2015.7318429","title":"Classification of convulsive psychogenic non-epileptic seizures using muscle transforms obtained from accelerometry signal","display_name":"Classification of convulsive psychogenic non-epileptic seizures using muscle transforms obtained from accelerometry signal","publication_year":2015,"publication_date":"2015-08-01","ids":{"openalex":"https://openalex.org/W2294869834","doi":"https://doi.org/10.1109/embc.2015.7318429","mag":"2294869834","pmid":"https://pubmed.ncbi.nlm.nih.gov/26736329"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2015.7318429","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2015.7318429","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref","pubmed"],"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/A5063444982","display_name":"Shitanshu Kusmakar","orcid":"https://orcid.org/0000-0002-6689-9405"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Shitanshu Kusmakar","raw_affiliation_strings":["Department of Electrical and Electronic Engineering, University of Melbourne, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, University of Melbourne, Australia","institution_ids":["https://openalex.org/I165779595"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077902462","display_name":"Jayavardhana Gubbi","orcid":"https://orcid.org/0000-0001-5833-1898"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jayavardhana Gubbi","raw_affiliation_strings":["Department of Electrical and Electronic Engineering, University of Melbourne, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, University of Melbourne, Australia","institution_ids":["https://openalex.org/I165779595"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019133381","display_name":"Bernard Yan","orcid":"https://orcid.org/0000-0001-8802-9606"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Bernard Yan","raw_affiliation_strings":["Melbourne Brain Centre, The University of Melbourne, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Melbourne Brain Centre, The University of Melbourne, Australia","institution_ids":["https://openalex.org/I165779595"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015013868","display_name":"Terence J. O\u2019Brien","orcid":"https://orcid.org/0000-0002-7198-8621"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Terence J. O'Brien","raw_affiliation_strings":["The University of Melbourne, Melbourne, VIC, AU"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The University of Melbourne, Melbourne, VIC, AU","institution_ids":["https://openalex.org/I165779595"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080554686","display_name":"Marimuthu Palaniswami","orcid":"https://orcid.org/0000-0002-3635-4252"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Marimuthu Palaniswami","raw_affiliation_strings":["Department of Electrical and Electronic Engineering, University of Melbourne, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, University of Melbourne, Australia","institution_ids":["https://openalex.org/I165779595"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I165779595"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"43","issue":null,"first_page":"582","last_page":"585"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11334","display_name":"Psychosomatic Disorders and Their Treatments","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11334","display_name":"Psychosomatic Disorders and Their Treatments","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9976000189781189,"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/T10094","display_name":"Epilepsy research and treatment","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6564752459526062},{"id":"https://openalex.org/keywords/kurtosis","display_name":"Kurtosis","score":0.6293284296989441},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6278529167175293},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6157854795455933},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.5884355902671814},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5737705230712891},{"id":"https://openalex.org/keywords/psychogenic-disease","display_name":"Psychogenic disease","score":0.544265627861023},{"id":"https://openalex.org/keywords/epilepsy","display_name":"Epilepsy","score":0.5312958359718323},{"id":"https://openalex.org/keywords/wavelet-transform","display_name":"Wavelet transform","score":0.46752476692199707},{"id":"https://openalex.org/keywords/epileptic-seizure","display_name":"Epileptic seizure","score":0.45591720938682556},{"id":"https://openalex.org/keywords/wavelet","display_name":"Wavelet","score":0.4057602882385254},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.33284151554107666},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.21724927425384521},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.18520233035087585},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1828453540802002},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.16189688444137573}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6564752459526062},{"id":"https://openalex.org/C166963901","wikidata":"https://www.wikidata.org/wiki/Q287251","display_name":"Kurtosis","level":2,"score":0.6293284296989441},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6278529167175293},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6157854795455933},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.5884355902671814},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5737705230712891},{"id":"https://openalex.org/C160146798","wikidata":"https://www.wikidata.org/wiki/Q2471453","display_name":"Psychogenic disease","level":2,"score":0.544265627861023},{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.5312958359718323},{"id":"https://openalex.org/C196216189","wikidata":"https://www.wikidata.org/wiki/Q2867","display_name":"Wavelet transform","level":3,"score":0.46752476692199707},{"id":"https://openalex.org/C2779334592","wikidata":"https://www.wikidata.org/wiki/Q6279182","display_name":"Epileptic seizure","level":3,"score":0.45591720938682556},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.4057602882385254},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.33284151554107666},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.21724927425384521},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.18520233035087585},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1828453540802002},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.16189688444137573},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004827","descriptor_name":"Epilepsy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004827","descriptor_name":"Epilepsy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004827","descriptor_name":"Epilepsy","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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014741","descriptor_name":"Video Recording","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014741","descriptor_name":"Video Recording","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014741","descriptor_name":"Video Recording","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D061725","descriptor_name":"Accelerometry","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D061725","descriptor_name":"Accelerometry","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D061725","descriptor_name":"Accelerometry","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc.2015.7318429","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2015.7318429","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:26736329","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/26736329","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":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6899999976158142,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W1985768052","https://openalex.org/W2066721973","https://openalex.org/W2073432787","https://openalex.org/W2122985120","https://openalex.org/W2126448734","https://openalex.org/W2134624959","https://openalex.org/W2513638876"],"related_works":["https://openalex.org/W4381516319","https://openalex.org/W2037499216","https://openalex.org/W1506384729","https://openalex.org/W4225568567","https://openalex.org/W4286378979","https://openalex.org/W3127045225","https://openalex.org/W2075698830","https://openalex.org/W2077021924","https://openalex.org/W2063063832","https://openalex.org/W2339054921"],"abstract_inverted_index":{"Convulsive":[0],"psychogenic":[1],"non-epileptic":[2],"seizure":[3,54],"(PNES)":[4],"can":[5],"be":[6],"characterized":[7],"as":[8,30,91],"events":[9],"which":[10],"mimics":[11],"epileptic":[12,107],"seizures":[13],"but":[14],"do":[15],"not":[16],"show":[17],"any":[18],"characteristic":[19],"changes":[20],"on":[21,116,136],"electroencephalogram":[22],"(EEG).":[23],"Correct":[24],"diagnosis":[25,32],"requires":[26],"video-electroencephalography":[27],"monitoring":[28],"(VEM)":[29],"the":[31,46,70,82,101,165,196],"of":[33,48,57,72,85,95,123,185,193],"PNES":[34,125,176,190],"is":[35,78,126],"extremely":[36],"difficult":[37],"in":[38,55,75,174],"primary":[39],"health":[40],"care.":[41],"Recent":[42],"work":[43],"has":[44,65],"demonstrated":[45],"usefulness":[47],"accelerometry":[49],"signal":[50,137,143],"taken":[51],"during":[52],"a":[53,62,92,152,182],"classification":[56,122,153,177,191],"PNES.":[58,76],"In":[59],"this":[60],"work,":[61],"new":[63],"direction":[64],"been":[66],"explored":[67],"to":[68,150,168,199],"understand":[69],"role":[71],"different":[73,87],"muscles":[74,90],"This":[77],"achieved":[79],"by":[80],"modeling":[81],"muscle":[83,113],"activity":[84],"ten":[86],"upper":[88],"limb":[89],"resultant":[93],"function":[94],"accelerometer":[96,102],"signal.":[97],"Using":[98],"these":[99],"models,":[100],"signals":[103],"recorded":[104],"from":[105],"convulsive":[106,124],"patients":[108],"were":[109,147],"transformed":[110],"into":[111],"individual":[112],"components.":[114],"Based":[115],"this,":[117],"an":[118,188],"automated":[119],"algorithm":[120,129,180],"for":[121],"proposed.":[127],"The":[128,179],"calculates":[130],"four":[131],"wavelet":[132],"domain":[133],"features":[134,146],"based":[135],"power,":[138],"approximate":[139],"entropy,":[140],"kurtosis":[141],"and":[142,171,187],"skewness.":[144],"These":[145],"then":[148],"used":[149],"build":[151],"model":[154],"using":[155],"support":[156],"vector":[157],"machines":[158],"(SVM)":[159],"classifier.":[160],"It":[161],"was":[162],"found":[163],"that":[164],"transforms":[166],"corresponding":[167,198],"anterior":[169,200],"deltoid":[170],"brachioradialis":[172],"results":[173],"good":[175],"accuracy.":[178],"showed":[181],"high":[183],"sensitivity":[184],"93.33%":[186],"overall":[189],"accuracy":[192],"89%":[194],"with":[195],"transform":[197],"deltoid.":[201]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"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":2016,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}