{"id":"https://openalex.org/W3117084069","doi":"https://doi.org/10.1109/cce50788.2020.9299143","title":"Deep Learning Networks for Vowel Speech Imagery","display_name":"Deep Learning Networks for Vowel Speech Imagery","publication_year":2020,"publication_date":"2020-11-11","ids":{"openalex":"https://openalex.org/W3117084069","doi":"https://doi.org/10.1109/cce50788.2020.9299143","mag":"3117084069"},"language":"en","primary_location":{"id":"doi:10.1109/cce50788.2020.9299143","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cce50788.2020.9299143","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 17th International Conference on Electrical Engineering, Computing Science and Automatic Control (CCE)","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/A5004410455","display_name":"Jos\u00e9 M. Mac\u00edas-Mac\u00edas","orcid":"https://orcid.org/0000-0003-2423-9334"},"institutions":[{"id":"https://openalex.org/I4210090124","display_name":"Tecnol\u00f3gico Nacional de M\u00e9xico","ror":"https://ror.org/00davry38","country_code":"MX","type":"funder","lineage":["https://openalex.org/I1302736544","https://openalex.org/I4210090124","https://openalex.org/I4413696010"]}],"countries":["MX"],"is_corresponding":true,"raw_author_name":"Jose Manuel Macias-Macias","raw_affiliation_strings":["Laboratorio de Sistemas de Percepci\u00f3n Visual con Aplicaciones en Rob\u00f3tica, Tecnol\u00f3gico Nacional de M\u00e9xico / I.T. Chihuahua, Chihuahua, M\u00e9xico"],"affiliations":[{"raw_affiliation_string":"Laboratorio de Sistemas de Percepci\u00f3n Visual con Aplicaciones en Rob\u00f3tica, Tecnol\u00f3gico Nacional de M\u00e9xico / I.T. Chihuahua, Chihuahua, M\u00e9xico","institution_ids":["https://openalex.org/I4210090124"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030110600","display_name":"Juan A. Ram\u00edrez-Quintana","orcid":"https://orcid.org/0000-0003-4445-6555"},"institutions":[{"id":"https://openalex.org/I4210090124","display_name":"Tecnol\u00f3gico Nacional de M\u00e9xico","ror":"https://ror.org/00davry38","country_code":"MX","type":"funder","lineage":["https://openalex.org/I1302736544","https://openalex.org/I4210090124","https://openalex.org/I4413696010"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Juan Alberto Ramirez-Quintana","raw_affiliation_strings":["Laboratorio de Sistemas de Percepci\u00f3n Visual con Aplicaciones en Rob\u00f3tica, Tecnol\u00f3gico Nacional de M\u00e9xico / I.T. Chihuahua, Chihuahua, M\u00e9xico"],"affiliations":[{"raw_affiliation_string":"Laboratorio de Sistemas de Percepci\u00f3n Visual con Aplicaciones en Rob\u00f3tica, Tecnol\u00f3gico Nacional de M\u00e9xico / I.T. Chihuahua, Chihuahua, M\u00e9xico","institution_ids":["https://openalex.org/I4210090124"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058335857","display_name":"Graciela Ram\u00edrez-Alonso","orcid":"https://orcid.org/0000-0002-9781-3010"},"institutions":[{"id":"https://openalex.org/I142652706","display_name":"Autonomous University of Chihuahua","ror":"https://ror.org/04mrrw205","country_code":"MX","type":"education","lineage":["https://openalex.org/I142652706"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Graciela Ramirez-Alonso","raw_affiliation_strings":["Facultad de Ingenier\u00eda, Universidad Aut\u00f3noma de Chihuahua, Chihuahua, M\u00e9xico"],"affiliations":[{"raw_affiliation_string":"Facultad de Ingenier\u00eda, Universidad Aut\u00f3noma de Chihuahua, Chihuahua, M\u00e9xico","institution_ids":["https://openalex.org/I142652706"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035039048","display_name":"Mario I. Chac\u00f3n-Murgu\u00eda","orcid":"https://orcid.org/0000-0002-5382-9424"},"institutions":[{"id":"https://openalex.org/I4210090124","display_name":"Tecnol\u00f3gico Nacional de M\u00e9xico","ror":"https://ror.org/00davry38","country_code":"MX","type":"funder","lineage":["https://openalex.org/I1302736544","https://openalex.org/I4210090124","https://openalex.org/I4413696010"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Mario Ignacio Chacon-Murguia","raw_affiliation_strings":["Laboratorio de Sistemas de Percepci\u00f3n Visual con Aplicaciones en Rob\u00f3tica, Tecnol\u00f3gico Nacional de M\u00e9xico / I.T. Chihuahua, Chihuahua, M\u00e9xico"],"affiliations":[{"raw_affiliation_string":"Laboratorio de Sistemas de Percepci\u00f3n Visual con Aplicaciones en Rob\u00f3tica, Tecnol\u00f3gico Nacional de M\u00e9xico / I.T. Chihuahua, Chihuahua, M\u00e9xico","institution_ids":["https://openalex.org/I4210090124"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5004410455"],"corresponding_institution_ids":["https://openalex.org/I4210090124"],"apc_list":null,"apc_paid":null,"fwci":0.4462,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.61080662,"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":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9998999834060669,"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":0.9998999834060669,"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/T11447","display_name":"Blind Source Separation Techniques","score":0.9947999715805054,"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"}},{"id":"https://openalex.org/T11707","display_name":"Gaze Tracking and Assistive Technology","score":0.9695000052452087,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/computer-science","display_name":"Computer science","score":0.8019823431968689},{"id":"https://openalex.org/keywords/vowel","display_name":"Vowel","score":0.709667980670929},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6898912787437439},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6873078942298889},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.6707519292831421},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.546509861946106},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5420798063278198},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.49244174361228943},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4645272195339203},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.04780551791191101}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8019823431968689},{"id":"https://openalex.org/C2779581591","wikidata":"https://www.wikidata.org/wiki/Q36244","display_name":"Vowel","level":2,"score":0.709667980670929},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6898912787437439},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6873078942298889},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.6707519292831421},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.546509861946106},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5420798063278198},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.49244174361228943},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4645272195339203},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.04780551791191101},{"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/cce50788.2020.9299143","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cce50788.2020.9299143","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 17th International Conference on Electrical Engineering, Computing Science and Automatic Control (CCE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.5799999833106995,"display_name":"Quality Education"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320313760","display_name":"Tecnol\u00f3gico Nacional de M\u00e9xico","ror":"https://ror.org/03dga7879"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W1964324599","https://openalex.org/W1990746954","https://openalex.org/W2009563393","https://openalex.org/W2558692971","https://openalex.org/W2580499487","https://openalex.org/W2590420622","https://openalex.org/W2739095506","https://openalex.org/W2751159520","https://openalex.org/W2782207423","https://openalex.org/W2793600673","https://openalex.org/W2794480229","https://openalex.org/W2805939409","https://openalex.org/W2889245000","https://openalex.org/W2905523904","https://openalex.org/W2905915376","https://openalex.org/W2937693857","https://openalex.org/W2938250108","https://openalex.org/W2944401411","https://openalex.org/W2951191809","https://openalex.org/W2955569539","https://openalex.org/W2963703618","https://openalex.org/W3003482062","https://openalex.org/W3101684563","https://openalex.org/W6741457611","https://openalex.org/W6743446608","https://openalex.org/W6752296312","https://openalex.org/W6785495004"],"related_works":["https://openalex.org/W4285503465","https://openalex.org/W2320736787","https://openalex.org/W3208266890","https://openalex.org/W2996933976","https://openalex.org/W2099369243","https://openalex.org/W2345184372","https://openalex.org/W2120008580","https://openalex.org/W4223656335","https://openalex.org/W2136184105","https://openalex.org/W3193301557"],"abstract_inverted_index":{"Speech":[0,32],"Imagery":[1],"(SI)":[2],"is":[3,29,45],"a":[4,82,89],"successful":[5],"alternative":[6],"for":[7,27,57],"communication":[8],"systems":[9],"based":[10,63],"on":[11,37,64],"Electroencephalographic":[12],"(EEG)":[13],"signals":[14,39,62,79],"that":[15],"do":[16],"not":[17],"need":[18],"external":[19],"stimuli":[20],"like":[21],"evoked":[22],"potentials.":[23],"A":[24],"recent":[25],"strategy":[26],"SI":[28,61,145],"to":[30,40,47,73,104],"analyze":[31],"Related":[33],"Potentials":[34],"(SRP)":[35],"features":[36,138],"EEG":[38],"recognize":[41],"vowels.":[42],"However,":[43],"there":[44],"research":[46],"be":[48],"done":[49],"in":[50,60,76],"the":[51,100,105,128,136],"development":[52],"of":[53,130,140,144],"machine":[54],"learning":[55],"methods":[56],"vowel":[58],"classification":[59],"SRP.":[65],"Therefore,":[66],"this":[67],"paper":[68],"proposes":[69],"two":[70],"neural":[71],"networks":[72],"classify":[74],"vowels":[75,146],"speech":[77],"imagery":[78],"using":[80],"SRP:":[81],"Convolutional":[83],"Neural":[84,91],"Network":[85,92],"called":[86,93],"sCNN":[87,112],"and":[88,113,124,142],"Capsule":[90],"sCapsNet.":[94],"The":[95,118],"experiments":[96],"were":[97],"developed":[98],"with":[99],"DaSalla":[101],"dataset.":[102],"According":[103],"results,":[106],"sCapsNet":[107,131],"reports":[108],"better":[109],"performance":[110],"than":[111],"Support":[114],"Vector":[115],"Machine":[116],"(SVM).":[117],"average":[119],"accuracy":[120],"was":[121],"71.9%,":[122],"67.63%,":[123],"71.33%":[125],"respectively.":[126],"Besides,":[127],"capsules":[129],"could":[132],"model":[133],"by":[134,147],"vectors":[135],"SRP":[137],"regardless":[139],"time":[141],"differences":[143],"subjects.":[148]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
