{"id":"https://openalex.org/W2990355958","doi":"https://doi.org/10.1109/iscit.2019.8905225","title":"Classification Electroencephalography Using Machine Learning","display_name":"Classification Electroencephalography Using Machine Learning","publication_year":2019,"publication_date":"2019-09-01","ids":{"openalex":"https://openalex.org/W2990355958","doi":"https://doi.org/10.1109/iscit.2019.8905225","mag":"2990355958"},"language":"en","primary_location":{"id":"doi:10.1109/iscit.2019.8905225","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscit.2019.8905225","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 19th International Symposium on Communications and Information Technologies (ISCIT)","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/A5062346904","display_name":"Hoang\u2010Thuy\u2010Tien Vo","orcid":"https://orcid.org/0000-0002-5075-8704"},"institutions":[{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]},{"id":"https://openalex.org/I23582244","display_name":"Ho Chi Minh City University of Science","ror":"https://ror.org/05jfbgm49","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023","https://openalex.org/I23582244"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Tien Hoang-Thuy Vo","raw_affiliation_strings":["University of Science, VNU-HCM,Department of Physics and Computer Science, Faculty of Physics and Engineering Physics,Vietnam","Department of Physics and Computer Science, Faculty of Physics and Engineering Physics, University of Science, VNU-HCM, Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science, VNU-HCM,Department of Physics and Computer Science, Faculty of Physics and Engineering Physics,Vietnam","institution_ids":["https://openalex.org/I23582244"]},{"raw_affiliation_string":"Department of Physics and Computer Science, Faculty of Physics and Engineering Physics, University of Science, VNU-HCM, Vietnam","institution_ids":["https://openalex.org/I23582244","https://openalex.org/I123565023"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071158595","display_name":"Tran Luu-Nha Dang","orcid":null},"institutions":[{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]},{"id":"https://openalex.org/I23582244","display_name":"Ho Chi Minh City University of Science","ror":"https://ror.org/05jfbgm49","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023","https://openalex.org/I23582244"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Tran Luu-Nha Dang","raw_affiliation_strings":["University of Science, VNU-HCM,Department of Physics and Computer Science, Faculty of Physics and Engineering Physics,Vietnam","Department of Physics and Computer Science, Faculty of Physics and Engineering Physics, University of Science, VNU-HCM, Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science, VNU-HCM,Department of Physics and Computer Science, Faculty of Physics and Engineering Physics,Vietnam","institution_ids":["https://openalex.org/I23582244"]},{"raw_affiliation_string":"Department of Physics and Computer Science, Faculty of Physics and Engineering Physics, University of Science, VNU-HCM, Vietnam","institution_ids":["https://openalex.org/I23582244","https://openalex.org/I123565023"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034489450","display_name":"Ngan Nguyen","orcid":"https://orcid.org/0000-0001-5039-8019"},"institutions":[{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]},{"id":"https://openalex.org/I23582244","display_name":"Ho Chi Minh City University of Science","ror":"https://ror.org/05jfbgm49","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023","https://openalex.org/I23582244"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Ngan Vuong-Thuy Nguyen","raw_affiliation_strings":["University of Science, VNU-HCM,Department of Physics and Computer Science, Faculty of Physics and Engineering Physics,Vietnam","Department of Physics and Computer Science, Faculty of Physics and Engineering Physics, University of Science, VNU-HCM, Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science, VNU-HCM,Department of Physics and Computer Science, Faculty of Physics and Engineering Physics,Vietnam","institution_ids":["https://openalex.org/I23582244"]},{"raw_affiliation_string":"Department of Physics and Computer Science, Faculty of Physics and Engineering Physics, University of Science, VNU-HCM, Vietnam","institution_ids":["https://openalex.org/I23582244","https://openalex.org/I123565023"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029986999","display_name":"Tuan Van Huynh","orcid":"https://orcid.org/0000-0003-1534-6875"},"institutions":[{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]},{"id":"https://openalex.org/I23582244","display_name":"Ho Chi Minh City University of Science","ror":"https://ror.org/05jfbgm49","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023","https://openalex.org/I23582244"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Tuan Van Huynh","raw_affiliation_strings":["University of Science, VNU-HCM,Department of Physics and Computer Science, Faculty of Physics and Engineering Physics,Vietnam","Department of Physics and Computer Science, Faculty of Physics and Engineering Physics, University of Science, VNU-HCM, Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science, VNU-HCM,Department of Physics and Computer Science, Faculty of Physics and Engineering Physics,Vietnam","institution_ids":["https://openalex.org/I23582244"]},{"raw_affiliation_string":"Department of Physics and Computer Science, Faculty of Physics and Engineering Physics, University of Science, VNU-HCM, Vietnam","institution_ids":["https://openalex.org/I23582244","https://openalex.org/I123565023"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.3739,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.6146691,"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":"14","last_page":"19"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.993399977684021,"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":0.993399977684021,"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/T10320","display_name":"Neural Networks and Applications","score":0.9919999837875366,"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"}},{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.968500018119812,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/electroencephalography","display_name":"Electroencephalography","score":0.8129066228866577},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.7988488674163818},{"id":"https://openalex.org/keywords/infinite-impulse-response","display_name":"Infinite impulse response","score":0.712210476398468},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6543647646903992},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.648288905620575},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6008495092391968},{"id":"https://openalex.org/keywords/wavelet","display_name":"Wavelet","score":0.5057337284088135},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.4891541302204132},{"id":"https://openalex.org/keywords/discrete-wavelet-transform","display_name":"Discrete wavelet transform","score":0.4577535390853882},{"id":"https://openalex.org/keywords/wavelet-transform","display_name":"Wavelet transform","score":0.42279762029647827},{"id":"https://openalex.org/keywords/brain\u2013computer-interface","display_name":"Brain\u2013computer interface","score":0.4158076047897339},{"id":"https://openalex.org/keywords/filter","display_name":"Filter (signal processing)","score":0.3889015316963196},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3838375210762024},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3286752700805664},{"id":"https://openalex.org/keywords/digital-filter","display_name":"Digital filter","score":0.23656293749809265},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.11607033014297485},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.11000826954841614}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.8129066228866577},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7988488674163818},{"id":"https://openalex.org/C183816354","wikidata":"https://www.wikidata.org/wiki/Q665617","display_name":"Infinite impulse response","level":4,"score":0.712210476398468},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6543647646903992},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.648288905620575},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6008495092391968},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.5057337284088135},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.4891541302204132},{"id":"https://openalex.org/C46286280","wikidata":"https://www.wikidata.org/wiki/Q2414958","display_name":"Discrete wavelet transform","level":4,"score":0.4577535390853882},{"id":"https://openalex.org/C196216189","wikidata":"https://www.wikidata.org/wiki/Q2867","display_name":"Wavelet transform","level":3,"score":0.42279762029647827},{"id":"https://openalex.org/C173201364","wikidata":"https://www.wikidata.org/wiki/Q897410","display_name":"Brain\u2013computer interface","level":3,"score":0.4158076047897339},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.3889015316963196},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3838375210762024},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3286752700805664},{"id":"https://openalex.org/C36390408","wikidata":"https://www.wikidata.org/wiki/Q1163067","display_name":"Digital filter","level":3,"score":0.23656293749809265},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.11607033014297485},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.11000826954841614},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iscit.2019.8905225","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscit.2019.8905225","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 19th International Symposium on Communications and Information Technologies (ISCIT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W59627598","https://openalex.org/W59945300","https://openalex.org/W1608735834","https://openalex.org/W1663973292","https://openalex.org/W2015076179","https://openalex.org/W2151712763","https://openalex.org/W2499791663","https://openalex.org/W2512353220","https://openalex.org/W2585659631","https://openalex.org/W2594639291","https://openalex.org/W2790471600","https://openalex.org/W4236173595","https://openalex.org/W6725555122"],"related_works":["https://openalex.org/W183670115","https://openalex.org/W1501179639","https://openalex.org/W3199035354","https://openalex.org/W2085792030","https://openalex.org/W1807354010","https://openalex.org/W3143644526","https://openalex.org/W598225674","https://openalex.org/W2734230146","https://openalex.org/W1588899229","https://openalex.org/W2077021924"],"abstract_inverted_index":{"This":[0],"research":[1],"examines":[2],"the":[3,7,26],"feasibility":[4],"of":[5,19,28,37,94],"using":[6],"Bagged":[8,70,85],"Trees":[9,71,86],"(BT)":[10],"and":[11,47,54,72,79,87],"Support":[12,73,88],"Vector":[13,74,89],"Machine":[14,90],"(SVM)":[15],"algorithms":[16],"for":[17],"recognition":[18,31],"Electroencephalography":[20],"(EEG)":[21],"patterns.":[22],"We":[23,50],"focus":[24],"on":[25],"accuracies":[27],"different":[29],"pattern":[30],"methods":[32],"as":[33,35],"well":[34],"sensitivities":[36],"eleven":[38],"mental":[39],"states":[40,42,93],"including":[41],"related":[43],"to":[44,57,81,91],"eyes":[45],"behavior":[46],"thinking":[48],"signals.":[49],"have":[51],"been":[52],"introduced":[53],"learned":[55],"relate":[56],"four":[58],"main":[59],"algorithms:":[60],"Infinite":[61],"Impulse":[62],"Response":[63],"(IIR)":[64],"digital":[65],"filter,":[66],"Discrete":[67],"Wavelet":[68,80],"Transform,":[69],"Machine.":[75],"By":[76],"applying":[77],"IIR":[78],"calculate":[82],"band":[83],"energies;":[84],"classify":[92],"EEG.":[95],"Then,":[96],"we":[97],"make":[98],"final":[99],"conclusions.":[100]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}