{"id":"https://openalex.org/W2711264359","doi":"https://doi.org/10.1109/icassp.2017.7952714","title":"Towards decoding speech production from single-trial magnetoencephalography (MEG) signals","display_name":"Towards decoding speech production from single-trial magnetoencephalography (MEG) signals","publication_year":2017,"publication_date":"2017-03-01","ids":{"openalex":"https://openalex.org/W2711264359","doi":"https://doi.org/10.1109/icassp.2017.7952714","mag":"2711264359"},"language":"en","primary_location":{"id":"doi:10.1109/icassp.2017.7952714","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp.2017.7952714","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","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/A5100384686","display_name":"Jun Wang","orcid":"https://orcid.org/0000-0002-1305-5735"},"institutions":[{"id":"https://openalex.org/I162577319","display_name":"The University of Texas at Dallas","ror":"https://ror.org/049emcs32","country_code":"US","type":"education","lineage":["https://openalex.org/I162577319"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Jun Wang","raw_affiliation_strings":["Callier Center for Communication Disorders, University of Texas at Dallas, Richardson, Texas, United States","Department of Bioengineering, Speech Disorders & Technology Lab"],"affiliations":[{"raw_affiliation_string":"Callier Center for Communication Disorders, University of Texas at Dallas, Richardson, Texas, United States","institution_ids":["https://openalex.org/I162577319"]},{"raw_affiliation_string":"Department of Bioengineering, Speech Disorders & Technology Lab","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087820105","display_name":"Myungjong Kim","orcid":"https://orcid.org/0000-0003-0756-0177"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Myungjong Kim","raw_affiliation_strings":["Department of Bioengineering, Speech Disorders & Technology Lab"],"affiliations":[{"raw_affiliation_string":"Department of Bioengineering, Speech Disorders & Technology Lab","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068149184","display_name":"Angel W. Hernandez-Mulero","orcid":null},"institutions":[{"id":"https://openalex.org/I4210090149","display_name":"Cook Children's Medical Center","ror":"https://ror.org/009z5t729","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210090149","https://openalex.org/I4210102753"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Angel W. Hernandez-Mulero","raw_affiliation_strings":["MEG Center, Cook Children's Hospital, Fort Worth, Texas, United States"],"affiliations":[{"raw_affiliation_string":"MEG Center, Cook Children's Hospital, Fort Worth, Texas, United States","institution_ids":["https://openalex.org/I4210090149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053813711","display_name":"Daragh Heitzman","orcid":null},"institutions":[{"id":"https://openalex.org/I4210137537","display_name":"Texas Neurology","ror":"https://ror.org/03yskjj43","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210137537"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Daragh Heitzman","raw_affiliation_strings":["4MND/ALS Center, Texas Neurology, Dallas, Texas, United States"],"affiliations":[{"raw_affiliation_string":"4MND/ALS Center, Texas Neurology, Dallas, Texas, United States","institution_ids":["https://openalex.org/I4210137537"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080333939","display_name":"Paul Ferrari","orcid":"https://orcid.org/0000-0002-2577-0947"},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]},{"id":"https://openalex.org/I4210102018","display_name":"Dell Children's Medical Center of Central Texas","ror":"https://ror.org/015yf2b46","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1320343167","https://openalex.org/I4210102018","https://openalex.org/I4387930201","https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Paul Ferrari","raw_affiliation_strings":["Department of Psychology, University of Texas at Austin, Austin, Texas, United States","MEG Laboratory, Dell Children's Medical Center, Austin, Texas, United States"],"affiliations":[{"raw_affiliation_string":"Department of Psychology, University of Texas at Austin, Austin, Texas, United States","institution_ids":["https://openalex.org/I86519309"]},{"raw_affiliation_string":"MEG Laboratory, Dell Children's Medical Center, Austin, Texas, United States","institution_ids":["https://openalex.org/I4210102018"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5100384686"],"corresponding_institution_ids":["https://openalex.org/I162577319"],"apc_list":null,"apc_paid":null,"fwci":1.7943,"has_fulltext":false,"cited_by_count":19,"citation_normalized_percentile":{"value":0.84663115,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"3036","last_page":"3040"},"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/T10581","display_name":"Neural dynamics and brain function","score":0.9771000146865845,"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":0.9747999906539917,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/magnetoencephalography","display_name":"Magnetoencephalography","score":0.8438601493835449},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7402082681655884},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.6811347007751465},{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.6760284900665283},{"id":"https://openalex.org/keywords/brain\u2013computer-interface","display_name":"Brain\u2013computer interface","score":0.5702303647994995},{"id":"https://openalex.org/keywords/phrase","display_name":"Phrase","score":0.5109416842460632},{"id":"https://openalex.org/keywords/speech-production","display_name":"Speech production","score":0.47422122955322266},{"id":"https://openalex.org/keywords/locked-in-syndrome","display_name":"Locked-in syndrome","score":0.47403836250305176},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.463966965675354},{"id":"https://openalex.org/keywords/brain-activity-and-meditation","display_name":"Brain activity and meditation","score":0.43231427669525146},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38238850235939026},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.21302330493927002},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.11838427186012268},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.09182202816009521}],"concepts":[{"id":"https://openalex.org/C556910895","wikidata":"https://www.wikidata.org/wiki/Q384188","display_name":"Magnetoencephalography","level":3,"score":0.8438601493835449},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7402082681655884},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.6811347007751465},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.6760284900665283},{"id":"https://openalex.org/C173201364","wikidata":"https://www.wikidata.org/wiki/Q897410","display_name":"Brain\u2013computer interface","level":3,"score":0.5702303647994995},{"id":"https://openalex.org/C2776224158","wikidata":"https://www.wikidata.org/wiki/Q187931","display_name":"Phrase","level":2,"score":0.5109416842460632},{"id":"https://openalex.org/C43617652","wikidata":"https://www.wikidata.org/wiki/Q7575399","display_name":"Speech production","level":2,"score":0.47422122955322266},{"id":"https://openalex.org/C2780295219","wikidata":"https://www.wikidata.org/wiki/Q794457","display_name":"Locked-in syndrome","level":2,"score":0.47403836250305176},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.463966965675354},{"id":"https://openalex.org/C120843803","wikidata":"https://www.wikidata.org/wiki/Q4955807","display_name":"Brain activity and meditation","level":3,"score":0.43231427669525146},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38238850235939026},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.21302330493927002},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.11838427186012268},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.09182202816009521},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icassp.2017.7952714","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp.2017.7952714","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5400000214576721,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320309536","display_name":"University of Texas System","ror":"https://ror.org/01gek1696"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W1488659701","https://openalex.org/W1524333225","https://openalex.org/W1531824716","https://openalex.org/W1560013842","https://openalex.org/W1841495259","https://openalex.org/W1989191535","https://openalex.org/W1989927577","https://openalex.org/W2005045639","https://openalex.org/W2025622264","https://openalex.org/W2031186925","https://openalex.org/W2038078703","https://openalex.org/W2041304901","https://openalex.org/W2066804398","https://openalex.org/W2071388329","https://openalex.org/W2076676508","https://openalex.org/W2077991879","https://openalex.org/W2092977955","https://openalex.org/W2106006415","https://openalex.org/W2113820953","https://openalex.org/W2128637458","https://openalex.org/W2134357964","https://openalex.org/W2138672527","https://openalex.org/W2144561273","https://openalex.org/W2151669316","https://openalex.org/W2283896980","https://openalex.org/W3139562178","https://openalex.org/W4210460509","https://openalex.org/W6631362777"],"related_works":["https://openalex.org/W2058642012","https://openalex.org/W1511411771","https://openalex.org/W2162915647","https://openalex.org/W2009129964","https://openalex.org/W4237946792","https://openalex.org/W2146473982","https://openalex.org/W4382244032","https://openalex.org/W2317784982","https://openalex.org/W2482639233","https://openalex.org/W2117172531"],"abstract_inverted_index":{"Patients":[0],"with":[1],"locked-in-syndrome":[2],"(fully":[3],"paralyzed":[4],"but":[5],"aware)":[6],"struggle":[7],"in":[8],"their":[9,52],"life":[10],"and":[11,95,101,106],"communication.":[12],"Providing":[13],"a":[14,21,25,43,80],"level":[15],"of":[16,118],"communication":[17,32,54,83],"offers":[18],"these":[19],"patients":[20],"chance":[22],"to":[23,35,63,133],"resume":[24],"meaningful":[26],"life.":[27],"Current":[28],"brain-computer":[29],"interface":[30],"(BCI)":[31],"requires":[33],"users":[34],"build":[36],"words":[37],"from":[38,67,122,135],"single":[39],"letters":[40],"selected":[41],"on":[42],"screen,":[44],"which":[45],"is":[46],"extremely":[47],"inefficient.":[48],"Faster":[49],"approaches":[50],"for":[51,98],"speech":[53,120],"are":[55],"highly":[56],"needed.":[57],"This":[58,73],"project":[59],"investigated":[60],"the":[61,111,116],"possibility":[62,117],"decode":[64],"spoken":[65],"phrases":[66],"non-invasive":[68,123],"brain":[69,124],"activity":[70],"(MEG)":[71],"signals.":[72,125],"direct":[74],"brain-to-text":[75],"mapping":[76],"approach":[77],"may":[78],"provide":[79],"significantly":[81],"faster":[82],"rate":[84],"than":[85],"current":[86],"BCIs":[87],"can":[88],"provide.":[89],"We":[90],"used":[91],"dynamic":[92],"time":[93],"warping":[94],"Wiener":[96],"filtering":[97],"noise":[99],"reduction":[100],"then":[102],"Gaussian":[103],"mixture":[104],"model":[105],"artificial":[107],"neural":[108],"network":[109],"as":[110],"decoders.":[112],"Preliminary":[113],"results":[114],"showed":[115],"decoding":[119],"production":[121],"The":[126],"best":[127],"phrase":[128],"classification":[129],"accuracy":[130],"was":[131],"up":[132],"94.54%":[134],"single-trial":[136],"whole-head":[137],"MEG":[138],"recordings.":[139]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":8},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
