{"id":"https://openalex.org/W2806046197","doi":"https://doi.org/10.1109/isocc.2017.8368839","title":"On-chip epilepsy detection: Where machine learning meets patient-specific healthcare","display_name":"On-chip epilepsy detection: Where machine learning meets patient-specific healthcare","publication_year":2017,"publication_date":"2017-11-01","ids":{"openalex":"https://openalex.org/W2806046197","doi":"https://doi.org/10.1109/isocc.2017.8368839","mag":"2806046197"},"language":"en","primary_location":{"id":"doi:10.1109/isocc.2017.8368839","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isocc.2017.8368839","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 International SoC Design Conference (ISOCC)","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/A5008050114","display_name":"Jerald Yoo","orcid":"https://orcid.org/0000-0002-3150-1727"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":true,"raw_author_name":"Jerald Yoo","raw_affiliation_strings":["Department of Electrical and Computer Engineering, National University of Singapore, Singapore"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, National University of Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5008050114"],"corresponding_institution_ids":["https://openalex.org/I165932596"],"apc_list":null,"apc_paid":null,"fwci":0.3845,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.61323423,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"146","last_page":"147"},"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/T11601","display_name":"Neuroscience and Neural Engineering","score":0.9836999773979187,"subfield":{"id":"https://openalex.org/subfields/2804","display_name":"Cellular and Molecular 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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9824000000953674,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.8564192056655884},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6541943550109863},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6507315039634705},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.6248704195022583},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5063744783401489},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4628865420818329},{"id":"https://openalex.org/keywords/ictal","display_name":"Ictal","score":0.4397355914115906},{"id":"https://openalex.org/keywords/epilepsy","display_name":"Epilepsy","score":0.41623806953430176},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.4125412404537201},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4075351059436798},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.10840070247650146}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.8564192056655884},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6541943550109863},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6507315039634705},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.6248704195022583},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5063744783401489},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4628865420818329},{"id":"https://openalex.org/C17755696","wikidata":"https://www.wikidata.org/wiki/Q16564780","display_name":"Ictal","level":3,"score":0.4397355914115906},{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.41623806953430176},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.4125412404537201},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4075351059436798},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.10840070247650146},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isocc.2017.8368839","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isocc.2017.8368839","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 International SoC Design Conference (ISOCC)","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":7,"referenced_works":["https://openalex.org/W1556131344","https://openalex.org/W1906184128","https://openalex.org/W1974481930","https://openalex.org/W2018642663","https://openalex.org/W2042682017","https://openalex.org/W2172809182","https://openalex.org/W2508228233"],"related_works":["https://openalex.org/W2075017247","https://openalex.org/W1988222024","https://openalex.org/W2078261043","https://openalex.org/W4318917056","https://openalex.org/W3000816921","https://openalex.org/W2951497492","https://openalex.org/W2063907707","https://openalex.org/W2405240590","https://openalex.org/W2809907213","https://openalex.org/W2032664813"],"abstract_inverted_index":{"Detecting":[0],"epileptic":[1],"seizure":[2,55],"from":[3,16,34],"EEG/iEEG":[4,36],"is":[5,107],"challenging":[6],"due":[7],"to":[8,51],"each":[9,17,30],"patient's":[10,31],"onset":[11],"pattern":[12,33],"being":[13],"very":[14],"different":[15],"other.":[18],"To":[19],"detect":[20],"such":[21],"onsets":[22],"(in":[23],"real":[24],"time),":[25],"the":[26,35,66,91,102],"hardware":[27,103],"must":[28],"learn":[29],"ictal":[32],"traces.":[37],"This":[38],"paper":[39],"describes":[40],"feature":[41],"extraction":[42],"and":[43,65,77,109],"usage":[44],"of":[45,88],"Support":[46],"Vector":[47],"Machine":[48],"(SVM)-based":[49],"classifiers":[50],"achieve":[52],"a":[53,85],"patient-specific":[54],"detection":[56],"System-on-Chip":[57],"(SoC).":[58],"Linear":[59],"SVM":[60,63],"(LSVM),":[61],"Non-Linear":[62],"(NLSVM),":[64],"Dual":[67],"Detector":[68],"Architecture":[69],"(D":[70],"<sup":[71,93],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[72,94],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">2</sup>":[73,95],"A)-SVM":[74],"are":[75,84],"described":[76],"compared.":[78],"We":[79],"show":[80],"that":[81],"when":[82],"there":[83],"limited":[86],"number":[87],"training":[89],"sets,":[90],"D":[92],"A-SVM":[96],"classifier":[97],"performs":[98],"well":[99],"while":[100],"minimizing":[101],"cost.":[104],"The":[105],"SoC":[106],"implemented":[108],"verified.":[110]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}