{"id":"https://openalex.org/W2564639558","doi":"https://doi.org/10.1109/rivf.2016.7800295","title":"An Artificial Neural Network approach for electroencephalographic signal classification towards brain-computer interface implementation","display_name":"An Artificial Neural Network approach for electroencephalographic signal classification towards brain-computer interface implementation","publication_year":2016,"publication_date":"2016-11-01","ids":{"openalex":"https://openalex.org/W2564639558","doi":"https://doi.org/10.1109/rivf.2016.7800295","mag":"2564639558"},"language":"en","primary_location":{"id":"doi:10.1109/rivf.2016.7800295","is_oa":false,"landing_page_url":"https://doi.org/10.1109/rivf.2016.7800295","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE RIVF International Conference on Computing &amp; Communication Technologies, Research, Innovation, and Vision for the Future (RIVF)","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/A5101839577","display_name":"Nguy\u1ec5n Th\u1ebf Anh","orcid":"https://orcid.org/0009-0009-3821-2942"},"institutions":[{"id":"https://openalex.org/I70349855","display_name":"Vietnam Academy of Science and Technology","ror":"https://ror.org/02wsd5p50","country_code":"VN","type":"government","lineage":["https://openalex.org/I70349855"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Nguyen The Hoang Anh","raw_affiliation_strings":["Institute of Information Technology, Vietnam Academy of Science and Technology, Hanoi, VN"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Information Technology, Vietnam Academy of Science and Technology, Hanoi, VN","institution_ids":["https://openalex.org/I70349855"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047247649","display_name":"Tran Huy Hoang","orcid":null},"institutions":[{"id":"https://openalex.org/I70349855","display_name":"Vietnam Academy of Science and Technology","ror":"https://ror.org/02wsd5p50","country_code":"VN","type":"government","lineage":["https://openalex.org/I70349855"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Tran Huy Hoang","raw_affiliation_strings":["Institute of Information Technology, Vietnam Academy of Science and Technology, Hanoi, Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Information Technology, Vietnam Academy of Science and Technology, Hanoi, Vietnam","institution_ids":["https://openalex.org/I70349855"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055557734","display_name":"\u0110\u1ed7 Ti\u1ebfn D\u0169ng","orcid":null},"institutions":[{"id":"https://openalex.org/I70349855","display_name":"Vietnam Academy of Science and Technology","ror":"https://ror.org/02wsd5p50","country_code":"VN","type":"government","lineage":["https://openalex.org/I70349855"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Do Tien Dung","raw_affiliation_strings":["Institute of Information Technology, Vietnam Academy of Science and Technology, Hanoi, Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Information Technology, Vietnam Academy of Science and Technology, Hanoi, Vietnam","institution_ids":["https://openalex.org/I70349855"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044014675","display_name":"V\u0169 T\u1ea5t Th\u1eafng","orcid":null},"institutions":[{"id":"https://openalex.org/I70349855","display_name":"Vietnam Academy of Science and Technology","ror":"https://ror.org/02wsd5p50","country_code":"VN","type":"government","lineage":["https://openalex.org/I70349855"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Vu Tat Thang","raw_affiliation_strings":["Institute of Information Technology, Vietnam Academy of Science and Technology, Hanoi, Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Information Technology, Vietnam Academy of Science and Technology, Hanoi, Vietnam","institution_ids":["https://openalex.org/I70349855"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101569625","display_name":"T. T. Quyen Bui","orcid":"https://orcid.org/0000-0002-8990-6153"},"institutions":[{"id":"https://openalex.org/I70349855","display_name":"Vietnam Academy of Science and Technology","ror":"https://ror.org/02wsd5p50","country_code":"VN","type":"government","lineage":["https://openalex.org/I70349855"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"T.T. Quyen Bui","raw_affiliation_strings":["Institute of Information Technology, Vietnam Academy of Science and Technology, Hanoi, Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Information Technology, Vietnam Academy of Science and Technology, Hanoi, Vietnam","institution_ids":["https://openalex.org/I70349855"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I70349855"],"apc_list":null,"apc_paid":null,"fwci":0.6728,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.71558487,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"97","issue":null,"first_page":"205","last_page":"210"},"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":0.9754999876022339,"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/T11447","display_name":"Blind Source Separation Techniques","score":0.9697999954223633,"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/brain\u2013computer-interface","display_name":"Brain\u2013computer interface","score":0.9297015070915222},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7307693362236023},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6828745007514954},{"id":"https://openalex.org/keywords/interface","display_name":"Interface (matter)","score":0.6528682112693787},{"id":"https://openalex.org/keywords/linear-discriminant-analysis","display_name":"Linear discriminant analysis","score":0.6416563987731934},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5998647212982178},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.599863588809967},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.5954707264900208},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"Principal component analysis","score":0.5352129936218262},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5324873328208923},{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.421120285987854},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.38347309827804565},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36210083961486816},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.07935136556625366}],"concepts":[{"id":"https://openalex.org/C173201364","wikidata":"https://www.wikidata.org/wiki/Q897410","display_name":"Brain\u2013computer interface","level":3,"score":0.9297015070915222},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7307693362236023},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6828745007514954},{"id":"https://openalex.org/C113843644","wikidata":"https://www.wikidata.org/wiki/Q901882","display_name":"Interface (matter)","level":4,"score":0.6528682112693787},{"id":"https://openalex.org/C69738355","wikidata":"https://www.wikidata.org/wiki/Q1228929","display_name":"Linear discriminant analysis","level":2,"score":0.6416563987731934},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5998647212982178},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.599863588809967},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.5954707264900208},{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.5352129936218262},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5324873328208923},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.421120285987854},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.38347309827804565},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36210083961486816},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.07935136556625366},{"id":"https://openalex.org/C157915830","wikidata":"https://www.wikidata.org/wiki/Q2928001","display_name":"Bubble","level":2,"score":0.0},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C129307140","wikidata":"https://www.wikidata.org/wiki/Q6795880","display_name":"Maximum bubble pressure method","level":3,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/rivf.2016.7800295","is_oa":false,"landing_page_url":"https://doi.org/10.1109/rivf.2016.7800295","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE RIVF International Conference on Computing &amp; Communication Technologies, Research, Innovation, and Vision for the Future (RIVF)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10","score":0.6899999976158142}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W151391524","https://openalex.org/W197076444","https://openalex.org/W304793181","https://openalex.org/W1605608697","https://openalex.org/W2030370013","https://openalex.org/W2030435502","https://openalex.org/W2057151937","https://openalex.org/W2062318715","https://openalex.org/W2075647286","https://openalex.org/W2077926474","https://openalex.org/W2086494530","https://openalex.org/W2101629643","https://openalex.org/W2105710559","https://openalex.org/W2126472260","https://openalex.org/W2128728535","https://openalex.org/W2168765820","https://openalex.org/W2240137252","https://openalex.org/W2295124130","https://openalex.org/W4206246468","https://openalex.org/W4254397401","https://openalex.org/W6606083175"],"related_works":["https://openalex.org/W3202969339","https://openalex.org/W2052589448","https://openalex.org/W2765337000","https://openalex.org/W3104072235","https://openalex.org/W2391447249","https://openalex.org/W2312955079","https://openalex.org/W2350996391","https://openalex.org/W2066119650","https://openalex.org/W2059615944","https://openalex.org/W4224057882"],"abstract_inverted_index":{"Brain-Computer":[0],"Interface":[1],"(BCI)":[2],"can":[3],"be":[4],"realized":[5],"by":[6,78],"translating":[7],"user's":[8],"thoughts":[9],"into":[10,52],"control":[11,20,61],"commands":[12,62],"to":[13,17,59],"assist":[14],"paralyzed":[15],"persons":[16],"communicate":[18],"and":[19,100,114,121],"electronic":[21],"devices.":[22],"In":[23],"this":[24],"work,":[25],"Electroencephalographic":[26,50],"(EEG)":[27],"signals":[28,51],"were":[29],"recorded":[30],"from":[31],"four":[32],"subjects":[33],"while":[34],"they":[35],"perform":[36],"different":[37,53,60],"mental":[38,54,116],"states.":[39],"We":[40],"present":[41],"an":[42],"Artificial-Neural-Network-based":[43],"approach":[44],"for":[45,63],"the":[46,69,86],"purpose":[47],"of":[48,68,119],"classifying":[49],"states":[55],"which":[56],"are":[57,73],"equivalent":[58],"our":[64,105],"BCI":[65],"implementation.":[66],"Inputs":[67],"Artificial":[70],"Neural":[71],"Network":[72],"spectral":[74],"features":[75],"dimensionally":[76],"reduced":[77],"Principal":[79],"Component":[80],"Analysis.":[81],"Experimental":[82],"results":[83,111],"show":[84],"that":[85],"proposed":[87],"method":[88],"outperforms":[89],"other":[90],"classifiers,":[91],"i.e.,":[92],"K-Nearest":[93],"Neighbor,":[94],"Na\u00efve":[95],"Bayesian,":[96],"Support":[97],"Vector":[98],"Machine,":[99],"Linear":[101],"Discriminant":[102],"Analysis":[103],"in":[104],"EEG":[106],"dataset":[107],"with":[108],"highest":[109],"classification":[110],"on":[112],"dual":[113],"triple":[115],"state":[117],"problems":[118],"95.36%":[120],"76.84%,":[122],"respectively.":[123]},"counts_by_year":[{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}
