{"id":"https://openalex.org/W1999568658","doi":"https://doi.org/10.1109/embc.2014.6943884","title":"Adaptive hybrid brain-computer interaction: Ask a trainer for assistance!","display_name":"Adaptive hybrid brain-computer interaction: Ask a trainer for assistance!","publication_year":2014,"publication_date":"2014-08-01","ids":{"openalex":"https://openalex.org/W1999568658","doi":"https://doi.org/10.1109/embc.2014.6943884","mag":"1999568658","pmid":"https://pubmed.ncbi.nlm.nih.gov/25570252"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2014.6943884","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2014.6943884","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5053241501","display_name":"Gernot M\u00fcller-Putz","orcid":"https://orcid.org/0000-0002-0087-3720"},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]}],"countries":["AT"],"is_corresponding":true,"raw_author_name":"Gernot R. Muller-Putz","raw_affiliation_strings":["Institute for Knowledge Discovery, Graz University of Technology, Graz, Austria","Institute for Knowledge Discovery, BCI Lab, Graz University of Technology, 8010 Graz, Austria"],"affiliations":[{"raw_affiliation_string":"Institute for Knowledge Discovery, Graz University of Technology, Graz, Austria","institution_ids":["https://openalex.org/I4092182"]},{"raw_affiliation_string":"Institute for Knowledge Discovery, BCI Lab, Graz University of Technology, 8010 Graz, Austria","institution_ids":["https://openalex.org/I4092182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062937184","display_name":"David Steyrl","orcid":"https://orcid.org/0000-0002-3215-8115"},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"David Steyrl","raw_affiliation_strings":["Institute for Knowledge Discovery, Graz University of Technology, Graz, Austria","Institute for Knowledge Discovery, BCI Lab, Graz University of Technology, 8010 Graz, Austria"],"affiliations":[{"raw_affiliation_string":"Institute for Knowledge Discovery, Graz University of Technology, Graz, Austria","institution_ids":["https://openalex.org/I4092182"]},{"raw_affiliation_string":"Institute for Knowledge Discovery, BCI Lab, Graz University of Technology, 8010 Graz, Austria","institution_ids":["https://openalex.org/I4092182"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061103640","display_name":"Josef Faller","orcid":"https://orcid.org/0000-0001-7814-9292"},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Josef Faller","raw_affiliation_strings":["Institute for Knowledge Discovery, Graz University of Technology, Graz, Austria","Institute for Knowledge Discovery, BCI Lab, Graz University of Technology, 8010 Graz, Austria"],"affiliations":[{"raw_affiliation_string":"Institute for Knowledge Discovery, Graz University of Technology, Graz, Austria","institution_ids":["https://openalex.org/I4092182"]},{"raw_affiliation_string":"Institute for Knowledge Discovery, BCI Lab, Graz University of Technology, 8010 Graz, Austria","institution_ids":["https://openalex.org/I4092182"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5053241501"],"corresponding_institution_ids":["https://openalex.org/I4092182"],"apc_list":null,"apc_paid":null,"fwci":0.3062,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.56648136,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"10","issue":null,"first_page":"1493","last_page":"1496"},"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9972000122070312,"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"}},{"id":"https://openalex.org/T11601","display_name":"Neuroscience and Neural Engineering","score":0.9937999844551086,"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/trainer","display_name":"Trainer","score":0.922636866569519},{"id":"https://openalex.org/keywords/brain\u2013computer-interface","display_name":"Brain\u2013computer interface","score":0.7753033638000488},{"id":"https://openalex.org/keywords/session","display_name":"Session (web analytics)","score":0.7683030962944031},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7402240633964539},{"id":"https://openalex.org/keywords/aptitude","display_name":"Aptitude","score":0.530064046382904},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.5092607736587524},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5030147433280945},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.4511489272117615},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.4359772801399231},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.43118393421173096},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.17382892966270447},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.13449546694755554}],"concepts":[{"id":"https://openalex.org/C2780463512","wikidata":"https://www.wikidata.org/wiki/Q15122700","display_name":"Trainer","level":2,"score":0.922636866569519},{"id":"https://openalex.org/C173201364","wikidata":"https://www.wikidata.org/wiki/Q897410","display_name":"Brain\u2013computer interface","level":3,"score":0.7753033638000488},{"id":"https://openalex.org/C2779182362","wikidata":"https://www.wikidata.org/wiki/Q17126187","display_name":"Session (web analytics)","level":2,"score":0.7683030962944031},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7402240633964539},{"id":"https://openalex.org/C48561166","wikidata":"https://www.wikidata.org/wiki/Q1347367","display_name":"Aptitude","level":2,"score":0.530064046382904},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.5092607736587524},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5030147433280945},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.4511489272117615},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.4359772801399231},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.43118393421173096},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.17382892966270447},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.13449546694755554},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C138496976","wikidata":"https://www.wikidata.org/wiki/Q175002","display_name":"Developmental psychology","level":1,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D002138","descriptor_name":"Calibration","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002138","descriptor_name":"Calibration","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002138","descriptor_name":"Calibration","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009862","descriptor_name":"Online Systems","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009862","descriptor_name":"Online Systems","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009862","descriptor_name":"Online Systems","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019018","descriptor_name":"Imagery, Psychotherapy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019018","descriptor_name":"Imagery, Psychotherapy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019018","descriptor_name":"Imagery, Psychotherapy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D062207","descriptor_name":"Brain-Computer Interfaces","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D062207","descriptor_name":"Brain-Computer Interfaces","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D062207","descriptor_name":"Brain-Computer Interfaces","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D064368","descriptor_name":"Healthy Volunteers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D064368","descriptor_name":"Healthy Volunteers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D064368","descriptor_name":"Healthy Volunteers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc.2014.6943884","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2014.6943884","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society","raw_type":"proceedings-article"},{"id":"pmid:25570252","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/25570252","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7300000190734863,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W1488979667","https://openalex.org/W1663973292","https://openalex.org/W1983989471","https://openalex.org/W1999296691","https://openalex.org/W2004092686","https://openalex.org/W2009604254","https://openalex.org/W2018281395","https://openalex.org/W2031130804","https://openalex.org/W2062402165","https://openalex.org/W2065628965","https://openalex.org/W2088564476","https://openalex.org/W2108078101","https://openalex.org/W2111692383","https://openalex.org/W2140413964","https://openalex.org/W2145832008","https://openalex.org/W2148882454","https://openalex.org/W2154037495","https://openalex.org/W2161893827","https://openalex.org/W2171378394","https://openalex.org/W3143453460"],"related_works":["https://openalex.org/W3202969339","https://openalex.org/W4237513258","https://openalex.org/W2044053727","https://openalex.org/W1994410349","https://openalex.org/W2803665422","https://openalex.org/W3177028067","https://openalex.org/W2372640635","https://openalex.org/W1913385466","https://openalex.org/W2914170859","https://openalex.org/W2889342546"],"abstract_inverted_index":{"In":[0,21,43,103,136],"applying":[1],"mental":[2],"imagery":[3],"brain-computer":[4],"interfaces":[5],"(BCIs)":[6],"to":[7,18,36,48,190,205],"end":[8,206],"users,":[9],"training":[10,192],"is":[11,26,178,188],"a":[12,31,34,69,77,82,85,91,104,127,149],"key":[13],"part":[14],"for":[15,200],"novice":[16,86],"users":[17,141,162],"get":[19],"control.":[20],"general":[22],"learning":[23],"situations,":[24],"it":[25],"an":[27],"established":[28],"concept":[29,55,196],"that":[30,174],"trainer":[32],"assists":[33],"trainee":[35],"improve":[37],"his/her":[38],"aptitude":[39,79],"in":[40,56,68,90],"certain":[41],"skills.":[42],"this":[44,54,118,175,186],"work,":[45],"we":[46,51,72,171],"want":[47],"evaluate":[49],"whether":[50,185],"can":[52,172],"apply":[53],"the":[57,74,88,99,107,110,122,124,137,143],"context":[58],"of":[59,76,133,154,157,203],"event-related":[60],"desynchronization":[61],"(ERD)":[62],"based,":[63],"adaptive,":[64],"hybrid":[65],"BCIs.":[66],"Hence,":[67],"first":[70,159],"session":[71,106],"merged":[73],"features":[75],"high":[78,129,150],"BCI":[80,93,144,161],"user,":[81,87],"trainer,":[83,123],"and":[84,96],"trainee,":[89],"closed-loop":[92],"feedback":[94],"task":[95],"automatically":[97],"adapted":[98],"classifier":[100],"over":[101],"time.":[102],"second":[105,138],"trainees":[108,125],"operated":[109,142],"system":[111],"unassisted.":[112],"Twelve":[113],"healthy":[114],"participants":[115],"ran":[116],"through":[117],"protocol.":[119],"Along":[120],"with":[121],"achieved":[126,148,164],"very":[128,179],"overall":[130,151],"peak":[131,152],"accuracy":[132,153],"95.3":[134],"%.":[135],"session,":[139],"where":[140],"unassisted,":[145],"they":[146],"still":[147],"83.6%.":[155],"Ten":[156],"twelve":[158],"time":[160],"successfully":[163],"significantly":[165],"better":[166],"than":[167],"chance":[168],"accuracy.":[169],"Concluding,":[170],"say":[173],"trainer-trainee":[176,195],"approach":[177,187],"promising.":[180],"Future":[181],"research":[182],"should":[183],"investigate,":[184],"superior":[189],"conventional":[191],"approaches.":[193],"This":[194],"could":[197],"have":[198],"potential":[199],"future":[201],"application":[202],"BCIs":[204],"users.":[207]},"counts_by_year":[{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}