Usability of Three Electroencephalogram Headsets for Brain–Computer Interfaces: A Within Subject Comparison

Currently the field of brain–computer interfacing is increasingly focused on developing usable brain–computer interfaces (BCIs) to better ensure technology transfer and acceptance. Many studies have investigated the usability of BCI applications as a whole. Here we aim to investigate one specific co...

Full description

Saved in:
Bibliographic Details
Published inInteracting with computers Vol. 27; no. 5; pp. 500 - 511
Main Authors Nijboer, Femke, van de Laar, Bram, Gerritsen, Steven, Nijholt, Anton, Poel, Mannes
Format Journal Article
LanguageEnglish
Published Oxford University Press 01.09.2015
Subjects
Online AccessGet full text
ISSN0953-5438
1873-7951
DOI10.1093/iwc/iwv023

Cover

Loading…
Abstract Currently the field of brain–computer interfacing is increasingly focused on developing usable brain–computer interfaces (BCIs) to better ensure technology transfer and acceptance. Many studies have investigated the usability of BCI applications as a whole. Here we aim to investigate one specific component of an electroencephalogram (EEG)-based BCI system: the acquisition component. This study compares on the usability of three different EEG headsets in the context of a P300-based BCI application for communication. Thirteen participants took part in a within-subject experiment. Participants were randomly given a Biosemi, Emotiv EPOC or g.Sahara headset. After every session offline classification accuracy (efficacy) was calculated and usability factors (perceived efficiency and user satisfaction) were measured using questionnaires. The 32-channel Biosemi headset offered the highest accuracy (88.5%) compared with the 8-channel g.Sahara (62.7%) and the 14-channel Emotiv (61.7%). There was no difference in accuracy between the Biosemi and the g.Sahara when comparing the same 8 channels. The Biosemi and g.Sahara were rated as more comfortable than the Emotiv. The Emotiv was rated as best for aesthetics. System setup time was highest for the Biosemi headset when compared with the g.Sahara and the Emotiv. Without information about the effectiveness, participants preferred the Emotiv. We recommend the use of a gelled headset for applications which require high accuracy and efficiency and water-based or dry headsets when aesthetics, easy setup and fun are important.
AbstractList Currently the field of brain-computer interfacing is increasingly focused on developing usable brain-computer interfaces (BCIs) to better ensure technology transfer and acceptance. Many studies have investigated the usability of BCI applications as a whole. Here we aim to investigate one specific component of an electroencephalogram (EEG)-based BCI system: the acquisition component. This study compares on the usability of three different EEG headsets in the context of a P300-based BCI application for communication. Thirteen participants took part in a within-subject experiment. Participants were randomly given a Biosemi, Emotiv EPOC or g.Sahara headset. After every session offline classification accuracy (efficacy) was calculated and usability factors were measured using questionnaires. Without information about the effectiveness, participants preferred the Emotiv. We recommend the use of a gelled headset for applications which require high accuracy and efficiency and water-based or dry headsets when aesthetics, easy setup and fun are important.
Currently the field of brain–computer interfacing is increasingly focused on developing usable brain–computer interfaces (BCIs) to better ensure technology transfer and acceptance. Many studies have investigated the usability of BCI applications as a whole. Here we aim to investigate one specific component of an electroencephalogram (EEG)-based BCI system: the acquisition component. This study compares on the usability of three different EEG headsets in the context of a P300-based BCI application for communication. Thirteen participants took part in a within-subject experiment. Participants were randomly given a Biosemi, Emotiv EPOC or g.Sahara headset. After every session offline classification accuracy (efficacy) was calculated and usability factors (perceived efficiency and user satisfaction) were measured using questionnaires. The 32-channel Biosemi headset offered the highest accuracy (88.5%) compared with the 8-channel g.Sahara (62.7%) and the 14-channel Emotiv (61.7%). There was no difference in accuracy between the Biosemi and the g.Sahara when comparing the same 8 channels. The Biosemi and g.Sahara were rated as more comfortable than the Emotiv. The Emotiv was rated as best for aesthetics. System setup time was highest for the Biosemi headset when compared with the g.Sahara and the Emotiv. Without information about the effectiveness, participants preferred the Emotiv. We recommend the use of a gelled headset for applications which require high accuracy and efficiency and water-based or dry headsets when aesthetics, easy setup and fun are important.
Author Nijholt, Anton
van de Laar, Bram
Nijboer, Femke
Poel, Mannes
Gerritsen, Steven
Author_xml – sequence: 1
  givenname: Femke
  surname: Nijboer
  fullname: Nijboer, Femke
  email: f.nijboer@fsw.leidenuniv.nl
  organization: 1 Health, Medical and Neuropsychology Unit, Faculty of Social and Behavioural Sciences, Leiden University, Wassenaarseweg 52, 2333 AK Leiden, The Netherlands
– sequence: 2
  givenname: Bram
  surname: van de Laar
  fullname: van de Laar, Bram
  organization: 1 Health, Medical and Neuropsychology Unit, Faculty of Social and Behavioural Sciences, Leiden University, Wassenaarseweg 52, 2333 AK Leiden, The Netherlands
– sequence: 3
  givenname: Steven
  surname: Gerritsen
  fullname: Gerritsen, Steven
  organization: 1 Health, Medical and Neuropsychology Unit, Faculty of Social and Behavioural Sciences, Leiden University, Wassenaarseweg 52, 2333 AK Leiden, The Netherlands
– sequence: 4
  givenname: Anton
  surname: Nijholt
  fullname: Nijholt, Anton
  organization: 1 Health, Medical and Neuropsychology Unit, Faculty of Social and Behavioural Sciences, Leiden University, Wassenaarseweg 52, 2333 AK Leiden, The Netherlands
– sequence: 5
  givenname: Mannes
  surname: Poel
  fullname: Poel, Mannes
  organization: 1 Health, Medical and Neuropsychology Unit, Faculty of Social and Behavioural Sciences, Leiden University, Wassenaarseweg 52, 2333 AK Leiden, The Netherlands
BookMark eNqFkc1KJTEQhYMoeP3Z-ATZCCJcp_qm0-m404uOguBCxWWTTle8ke6kTdKKu3mHecN5kolcVzI4izq1-c6hqLNDNp13SMhBAScFSPbDvuk8r7BgG2RW1ILNheTFJpmB5GzOS1Zvk50YnwFAiLqckeEhqtb2Nr1Tb-j9KiDSix51Ch6dxnGlev8U1ECvUHURU6TGB3oelHV_fv1e-mGcEgZ67bIapTGe0jP6aNPKOno3tc85iX5QKtjo3R7ZMqqPuP-5d8nD5cX98mp-c_vzenl2M9esYikrdFygYUrUVVvzRYmq7WrDkLWy5JXJt7OStR2HQvKWS1jwemGk6FDLqkK2S47WuWPwLxPG1Aw2aux75dBPsSlqJlhRQVn9HxUCWAUgIaOwRnXwMQY0jbZJJetdyv_omwKajxKaXEKzLiFbjr9YxmAHFd7_DR-uYT-N33F_Aapymm0
CitedBy_id crossref_primary_10_32604_iasc_2023_026279
crossref_primary_10_1109_TNSRE_2018_2873061
crossref_primary_10_1016_j_heliyon_2020_e03425
crossref_primary_10_1109_THMS_2020_2989380
crossref_primary_10_3389_fnhum_2020_593883
crossref_primary_10_3390_technologies6010028
crossref_primary_10_1371_journal_pone_0176674
crossref_primary_10_3390_app12136430
crossref_primary_10_2196_14474
crossref_primary_10_1080_0144929X_2021_2024597
crossref_primary_10_1089_g4h_2018_0029
crossref_primary_10_1080_0144929X_2018_1485745
crossref_primary_10_1080_2326263X_2018_1550710
crossref_primary_10_1002_mus_26828
crossref_primary_10_1080_00207454_2018_1551894
crossref_primary_10_1016_j_cobme_2017_11_004
crossref_primary_10_3389_fnhum_2020_00013
crossref_primary_10_1080_2326263X_2017_1297192
crossref_primary_10_1109_TETCI_2023_3335943
crossref_primary_10_1145_3490554
crossref_primary_10_1145_3712283
crossref_primary_10_3389_frobt_2020_532279
crossref_primary_10_3390_s20102804
crossref_primary_10_1155_2017_5496196
Cites_doi 10.1371/journal.pone.0079419
10.1016/j.apmr.2014.05.027
10.1080/00140139.2012.661082
10.1088/1741-2560/3/4/007
10.3389/fnins.2012.00060
10.1093/acprof:oso/9780195388855.001.0001
10.1088/1741-2560/8/2/025001
10.1016/j.rehab.2014.11.001
10.1080/10447318.2011.582022
10.3109/17482968.2011.572978
10.1016/j.apmr.2014.05.026
10.1016/j.apmr.2014.03.035
10.1080/00140139.2012.662527
10.1016/0013-4694(88)90149-6
10.1088/1741-2560/11/4/046018
10.1186/1475-925X-12-56
10.3389/fnins.2012.00072
10.1080/2326263X.2013.877210
10.1111/j.1745-3984.1979.tb00085.x
10.1080/10400435.2012.723298
10.1016/j.clinph.2008.03.034
10.1109/TBME.2004.827072
10.1016/j.apmr.2014.05.029
10.1016/j.clinph.2005.06.027
10.1016/j.artmed.2013.08.003
10.3389/fnins.2010.00182
10.7717/peerj.38
10.1016/j.artmed.2013.07.005
10.1007/978-3-642-39188-0_70
10.1177/155005941104200409
10.5772/55802
10.1111/1469-8986.00009
10.1016/j.artmed.2013.08.001
10.1016/j.neucli.2013.06.002
10.1007/978-3-642-30214-5_20
10.1007/s12152-013-9179-7
10.1016/j.clinph.2010.01.034
ContentType Journal Article
Copyright The Author 2015. Published by Oxford University Press on behalf of The British Computer Society. All rights reserved. For Permissions, please email: journals.permissions@oup.com 2015
Copyright_xml – notice: The Author 2015. Published by Oxford University Press on behalf of The British Computer Society. All rights reserved. For Permissions, please email: journals.permissions@oup.com 2015
DBID AAYXX
CITATION
7SC
8FD
JQ2
L7M
L~C
L~D
7TK
DOI 10.1093/iwc/iwv023
DatabaseName CrossRef
Computer and Information Systems Abstracts
Technology Research Database
ProQuest Computer Science Collection
Advanced Technologies Database with Aerospace
Computer and Information Systems Abstracts – Academic
Computer and Information Systems Abstracts Professional
Neurosciences Abstracts
DatabaseTitle CrossRef
Computer and Information Systems Abstracts
Technology Research Database
Computer and Information Systems Abstracts – Academic
Advanced Technologies Database with Aerospace
ProQuest Computer Science Collection
Computer and Information Systems Abstracts Professional
Neurosciences Abstracts
DatabaseTitleList Computer and Information Systems Abstracts

Neurosciences Abstracts
DeliveryMethod fulltext_linktorsrc
Discipline Computer Science
DocumentTitleAlternate Special Issue: Physiological Computing for Intelligent Adaptation
EISSN 1873-7951
EndPage 511
ExternalDocumentID 10_1093_iwc_iwv023
10.1093/iwc/iwv023
GroupedDBID --K
.2P
.DC
.I3
0R~
1B1
1TH
29J
4.4
48X
5GY
5VS
5WD
71M
77K
AABZA
AACTN
AACZT
AAEDT
AAFXQ
AAIJN
AAJKP
AAJQQ
AALRI
AAMVS
AAMZS
AAOGV
AAPGJ
AAPQZ
AAPXW
AAQFI
AAQXK
AARHZ
AASNB
AAUAY
AAUOS
AAUQX
AAVAP
AAWDT
AAXUO
ABBGM
ABDTM
ABEUO
ABICN
ABIVO
ABIXL
ABJNI
ABKEB
ABMAC
ABNHQ
ABNKS
ABPTD
ABQLI
ABSAR
ABSMQ
ABWST
ABXVK
ABXVV
ABZBJ
ACDXO
ACFRR
ACGFS
ACHQT
ACMCV
ACUFI
ACUTJ
ACUTO
ACVJI
ACYTK
ACZBC
ADBBV
ADBKU
ADEYI
ADGZP
ADHKW
ADHZD
ADIPN
ADJOM
ADJQC
ADLMC
ADLOL
ADMUD
ADOCK
ADQBN
ADQIT
ADRDM
ADRIX
ADRTK
ADVEK
ADYVW
ADZXQ
AECKG
AEGPL
AEJER
AEJOX
AEKER
AEKKA
AEKSI
AEMDU
AENEX
AENZO
AEPUE
AETBJ
AEWNT
AFFZL
AFHLB
AFIYH
AFOFC
AFVIK
AFVSF
AFXEN
AFYAG
AGFCL
AGINJ
AGKRT
AGMDO
AGQXC
AGSYK
AHHHB
AHXPO
AIDGQ
AITUG
AJECE
AJEEA
AJEUX
ALJLX
ALMA_UNASSIGNED_HOLDINGS
ALTZX
ALUQC
ANFBD
ANNUL
AOLPF
APIBT
APJGH
AQDSO
AQKUS
ASAOO
ASPBG
ASPYK
ATDFG
ATGXG
AVNTJ
AVWKF
AVWTO
AXUDD
AYLYT
AZFZN
AZVOD
BAYMD
BCRHZ
BEFXN
BEYMZ
BFFAM
BFGLT
BGNUA
BHONS
BHZBG
BKEBE
BMSTW
BOXDG
BPEOZ
BQUQU
BTQHN
BTRTY
BVRKM
BZKNY
BZYEK
CDBKE
CS3
CXTWN
DAKXR
DDUBX
DFGAJ
DILTD
DU5
D~K
EBS
ECIRT
EE~
EIHJH
EJD
ELUNK
EO8
EO9
EP2
EP3
ETYVG
EYXSX
F5P
F9B
FDB
FEDTE
FGOYB
FIRID
FLIZI
FLUFQ
FNPLU
FOEOM
FOTVD
FQBLK
G-Q
GAOTZ
GAUVT
GJXCC
H13
H5~
HAR
HLZ
HVGLF
HW0
HZ~
IHE
J1W
J21
JAVBF
KBUDW
KOP
KSI
KSN
LG9
LOXHT
M41
MBLQV
MBTAY
MBUXU
MJWOD
ML0
MXSPP
N9A
NGC
NMDNZ
NOMLY
NOYVH
NQ-
NVLIB
O0~
O9-
OAIJC
OAWHX
OCL
OCZFY
ODMLO
OJQWA
OJZSN
OKKKP
OPAEJ
OWPYF
OXVUA
OZT
O~Y
P2P
PAFKI
PB-
PEELM
PLIXB
Q1.
Q5Y
R2-
RIG
ROL
ROX
ROZ
RPZ
RUSNO
RW1
RXO
SBC
SDF
SDG
SDP
SES
SSZ
TCN
THA
TJH
TJJ
TJP
TJX
TMA
TSS
UHS
WUQ
YADRA
YAJVU
YAYTL
YKOAZ
YXANX
~S-
~SN
AAMOW
AAYWO
AAYXX
ABAZT
ABDFA
ABEJV
ABGNP
ABIME
ABJHR
ABNGD
ABPIB
ABPQP
ABVGC
ABVLG
ABWVN
ABZEO
ACOZV
ACRPL
ACUKT
ACUXJ
ACVCV
ACVFH
ADAES
ADCNI
ADMLS
ADMTO
ADNBA
ADNMO
ADYJX
ADYLA
AEUPX
AFFQV
AFIQY
AFPUW
AGORE
AGQPQ
AHGBF
AHMMS
AICVH
AIGII
AIRXX
AJBYB
AJDVS
AJNCP
ALXQX
AMMGX
ANAKG
ANDVN
CITATION
JXSIZ
NU-
OBFPC
7SC
8FD
JQ2
L7M
L~C
L~D
7TK
ID FETCH-LOGICAL-c363t-c30d57ef3a786b8524eabd8f3e3b9456f778343bd50195b5902582f97dec966e3
ISSN 0953-5438
IngestDate Fri Jul 11 11:44:23 EDT 2025
Fri Jul 11 11:48:37 EDT 2025
Tue Jul 01 02:03:48 EDT 2025
Thu Apr 24 23:08:01 EDT 2025
Wed Aug 28 03:21:45 EDT 2024
IsDoiOpenAccess false
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 5
Keywords brain–computer interface
physiological computing
wearables
usability
consumer health
electroencephalogram
Language English
LinkModel OpenURL
MergedId FETCHMERGED-LOGICAL-c363t-c30d57ef3a786b8524eabd8f3e3b9456f778343bd50195b5902582f97dec966e3
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 23
OpenAccessLink https://academic.oup.com/iwc/article-pdf/27/5/500/5114432/iwv023.pdf
PQID 1770360090
PQPubID 23500
PageCount 12
ParticipantIDs proquest_miscellaneous_1837316046
proquest_miscellaneous_1770360090
crossref_citationtrail_10_1093_iwc_iwv023
crossref_primary_10_1093_iwc_iwv023
oup_primary_10_1093_iwc_iwv023
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 20150900
2015-09-00
20150901
PublicationDateYYYYMMDD 2015-09-01
PublicationDate_xml – month: 09
  year: 2015
  text: 20150900
PublicationDecade 2010
PublicationTitle Interacting with computers
PublicationYear 2015
Publisher Oxford University Press
Publisher_xml – name: Oxford University Press
References 2015072408081075000_27.5.500.25
2015072408081075000_27.5.500.20
Schettini (2015072408081075000_27.5.500.33) 2015; 96(3 Suppl.)
2015072408081075000_27.5.500.21
Simon (2015072408081075000_27.5.500.38) 2014; 8
2015072408081075000_27.5.500.40
2015072408081075000_27.5.500.41
2015072408081075000_27.5.500.1
2015072408081075000_27.5.500.28
2015072408081075000_27.5.500.29
2015072408081075000_27.5.500.3
2015072408081075000_27.5.500.26
2015072408081075000_27.5.500.2
Moghimi (2015072408081075000_27.5.500.22) 2012; 25
Kaufmann (2015072408081075000_27.5.500.16) 2012; 6
Guger (2015072408081075000_27.5.500.10) 2012; 6
2015072408081075000_27.5.500.13
2015072408081075000_27.5.500.35
2015072408081075000_27.5.500.14
2015072408081075000_27.5.500.36
2015072408081075000_27.5.500.34
2015072408081075000_27.5.500.32
2015072408081075000_27.5.500.30
Gürkök (2015072408081075000_27.5.500.11) 2011; 28
Morone (2015072408081075000_27.5.500.23) 2015; 96(3 Suppl)
2015072408081075000_27.5.500.19
2015072408081075000_27.5.500.17
2015072408081075000_27.5.500.39
2015072408081075000_27.5.500.18
Grübler (2015072408081075000_27.5.500.9) 2013; 7
2015072408081075000_27.5.500.15
2015072408081075000_27.5.500.5
Farwell (2015072408081075000_27.5.500.7) 1988; 70
Holz (2015072408081075000_27.5.500.12) 2015; 96 (3 Suppl.)
2015072408081075000_27.5.500.4
Silvoni (2015072408081075000_27.5.500.37) 2009; 3
2015072408081075000_27.5.500.6
2015072408081075000_27.5.500.8
Nijboer (2015072408081075000_27.5.500.27) 2014
Riccio (2015072408081075000_27.5.500.31) 2015; 96(3 Suppl.)
Munssinger (2015072408081075000_27.5.500.24) 2010; 4
References_xml – ident: 2015072408081075000_27.5.500.20
  doi: 10.1371/journal.pone.0079419
– ident: 2015072408081075000_27.5.500.25
– volume: 96(3 Suppl.)
  start-page: S46
  year: 2015
  ident: 2015072408081075000_27.5.500.33
  article-title: Assistive device with conventional, alternative, and brain–computer interface inputs to enhance interaction with the environment for people with amyotrophic lateral sclerosis: a feasibility and usability study
  publication-title: Arch. Phys. Med. Rehabil.
  doi: 10.1016/j.apmr.2014.05.027
– ident: 2015072408081075000_27.5.500.2
  doi: 10.1080/00140139.2012.661082
– ident: 2015072408081075000_27.5.500.18
  doi: 10.1088/1741-2560/3/4/007
– volume: 6
  start-page: 60
  year: 2012
  ident: 2015072408081075000_27.5.500.10
  article-title: Comparison of dry and gel based electrodes for p300 brain–computer interfaces
  publication-title: Front Neurosci
  doi: 10.3389/fnins.2012.00060
– ident: 2015072408081075000_27.5.500.15
– ident: 2015072408081075000_27.5.500.39
  doi: 10.1093/acprof:oso/9780195388855.001.0001
– ident: 2015072408081075000_27.5.500.3
  doi: 10.1088/1741-2560/8/2/025001
– ident: 2015072408081075000_27.5.500.26
  doi: 10.1016/j.rehab.2014.11.001
– volume: 28
  start-page: 292
  year: 2011
  ident: 2015072408081075000_27.5.500.11
  article-title: Brain–computer interfaces for multimodal interaction: a survey and principles
  publication-title: Int. J. Hum.–Comput. Interact.
  doi: 10.1080/10447318.2011.582022
– ident: 2015072408081075000_27.5.500.14
  doi: 10.3109/17482968.2011.572978
– volume: 96(3 Suppl)
  start-page: S71
  year: 2015
  ident: 2015072408081075000_27.5.500.23
  article-title: Proof of principle of a brain–computer interface approach to support poststroke arm rehabilitation in hospitalized patients: design, acceptability, and usability
  publication-title: Arch. Phys. Med. Rehabil.
  doi: 10.1016/j.apmr.2014.05.026
– volume: 96 (3 Suppl.)
  start-page: S16
  year: 2015
  ident: 2015072408081075000_27.5.500.12
  article-title: Long-term independent brain–computer interface home use improves quality of life of a patient in the locked-in state: a case study
  publication-title: Arch. Phys. Med. Rehabil.
  doi: 10.1016/j.apmr.2014.03.035
– ident: 2015072408081075000_27.5.500.6
  doi: 10.1080/00140139.2012.662527
– volume: 70
  start-page: 512
  year: 1988
  ident: 2015072408081075000_27.5.500.7
  article-title: Talking off the top of your head: toward a mental prosthesis utilizing event-related brain potentials
  publication-title: Electroencephalogr. Clin. Neurophysiol.
  doi: 10.1016/0013-4694(88)90149-6
– ident: 2015072408081075000_27.5.500.4
  doi: 10.1088/1741-2560/11/4/046018
– ident: 2015072408081075000_27.5.500.5
  doi: 10.1186/1475-925X-12-56
– volume: 6
  start-page: 72. eng
  year: 2012
  ident: 2015072408081075000_27.5.500.16
  article-title: Spelling is just a click away? A user-centered brain–computer interface including auto-calibration and predictive text entry
  publication-title: Front. Neurosci.
  doi: 10.3389/fnins.2012.00072
– start-page: 50
  year: 2014
  ident: 2015072408081075000_27.5.500.27
  article-title: Design requirements and potential target users for brain–computer interfaces—recommendations from rehabilitation professionals
  publication-title: Brain–Comput. Interfaces
  doi: 10.1080/2326263X.2013.877210
– ident: 2015072408081075000_27.5.500.8
  doi: 10.1111/j.1745-3984.1979.tb00085.x
– volume: 25
  start-page: 99
  year: 2012
  ident: 2015072408081075000_27.5.500.22
  article-title: A review of EEG-based brain–computer interfaces as access pathways for individuals with severe disabilities
  publication-title: Assist. Technol.
  doi: 10.1080/10400435.2012.723298
– ident: 2015072408081075000_27.5.500.28
  doi: 10.1016/j.clinph.2008.03.034
– ident: 2015072408081075000_27.5.500.32
  doi: 10.1109/TBME.2004.827072
– volume: 96(3 Suppl.)
  start-page: S54
  year: 2015
  ident: 2015072408081075000_27.5.500.31
  article-title: Hybrid P300-based brain–computer interface to improve usability for people with severe motor disability: electromyographic signals for error correction during a spelling task
  publication-title: Arch. Phys. Med. Rehabil.
  doi: 10.1016/j.apmr.2014.05.029
– volume: 8
  start-page: 1039
  year: 2014
  ident: 2015072408081075000_27.5.500.38
  article-title: An auditory multiclass brain–computer interface with natural stimuli: usability evaluation with healthy participants and a motor impaired end user
  publication-title: Front. Hum. Neurosci.
– ident: 2015072408081075000_27.5.500.36
  doi: 10.1016/j.clinph.2005.06.027
– ident: 2015072408081075000_27.5.500.40
  doi: 10.1016/j.artmed.2013.08.003
– volume: 4
  start-page: 182
  year: 2010
  ident: 2015072408081075000_27.5.500.24
  article-title: Brain painting: first evaluation of a new brain–computer interface application with ALS-patients and healthy volunteers
  publication-title: Front. Neurosci.
  doi: 10.3389/fnins.2010.00182
– ident: 2015072408081075000_27.5.500.1
  doi: 10.7717/peerj.38
– ident: 2015072408081075000_27.5.500.34
  doi: 10.1016/j.artmed.2013.07.005
– ident: 2015072408081075000_27.5.500.29
  doi: 10.1007/978-3-642-39188-0_70
– ident: 2015072408081075000_27.5.500.41
  doi: 10.1177/155005941104200409
– ident: 2015072408081075000_27.5.500.19
  doi: 10.5772/55802
– ident: 2015072408081075000_27.5.500.35
  doi: 10.1111/1469-8986.00009
– ident: 2015072408081075000_27.5.500.13
  doi: 10.1016/j.artmed.2013.08.001
– ident: 2015072408081075000_27.5.500.21
  doi: 10.1016/j.neucli.2013.06.002
– ident: 2015072408081075000_27.5.500.30
  doi: 10.1007/978-3-642-30214-5_20
– volume: 7
  start-page: 29
  year: 2013
  ident: 2015072408081075000_27.5.500.9
  article-title: Psychosocial and ethical aspects in non-invasive EEG-based BCI research—a survey among BCI users and BCI professionals
  publication-title: Neuroethics
  doi: 10.1007/s12152-013-9179-7
– volume: 3
  start-page: 60
  year: 2009
  ident: 2015072408081075000_27.5.500.37
  article-title: P300-based brain–computer interface communication: evaluation and follow-up in amyotrophic lateral sclerosis
  publication-title: Front. Neurosci.
– ident: 2015072408081075000_27.5.500.17
  doi: 10.1016/j.clinph.2010.01.034
SSID ssj0007784
Score 2.32799
Snippet Currently the field of brain–computer interfacing is increasingly focused on developing usable brain–computer interfaces (BCIs) to better ensure technology...
Currently the field of brain-computer interfacing is increasingly focused on developing usable brain-computer interfaces (BCIs) to better ensure technology...
SourceID proquest
crossref
oup
SourceType Aggregation Database
Enrichment Source
Index Database
Publisher
StartPage 500
SubjectTerms Accuracy
Classification
Computational efficiency
Effectiveness
Electroencephalography
Headsets
Human-computer interface
Mathematical analysis
Title Usability of Three Electroencephalogram Headsets for Brain–Computer Interfaces: A Within Subject Comparison
URI https://www.proquest.com/docview/1770360090
https://www.proquest.com/docview/1837316046
Volume 27
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3db9MwELdK98IL34jxMRnBC5qypXEcO7xV0GpCXXkgFX2L4tjRstF0YhlIPPC3c845aSqqafBiVZF7inw_n8-Xu98R8tYSDBlulJczabww9JWnTGS8IuNc6DiSWVP1fjqPThbhpyVfDga_-9UltTrKf-2sK_kfrcIz0Kutkv0HzXZC4QH8Bv3CCBqG8VY6XiA_LiZVJKAVczjBtjZ2v16eZQ0h9crWGukrUzfUC6DNrKy8tpsDhgQLm5iFRepfy_qsrKxBsREatBdNn8K-G9v8yZZEtJHc3InrPPR5ea7WCIepWV108LHlUtoczjJM7IaXWXUpQJYksnYRIey21pMGVrp2bAfuXVysYsS7ZKxN0NGmYiCfy5FBkysF80TsaGedTUa-AIc93jOw3Pd7ZzVHQ_3XMYAUWeXPvBl_-FjSvM22Pf-cThezWZpMlskdshfANSMYkr3xx9PZl-4sF6LpWd29d0twG7NjkH6Msrdcmq0yyfZcb5yV5AG5524ZdIyQeUgGpnpE7rc6p86gPyYXHYLouqANguguBNEWQRQQRLcRRDcIek_HFPFDHX7oBj9PyGI6ST6ceK79BuzbiNUw-poLU7BMyEhJHoQmU1oWzDAVg99dCNukhSnNbdGpsjxAXAZFLLTJ4RJt2FMyrNaVeUZoLk2cgTemVKFDHWk54tlI6kBInQseiH3yrl3BNHfc9LZFyrcUcyRYCqud4mrvkzfd3EtkZNk56wAUceOE162OUrCo9jNZVpn19VU6EpaUDu4e_g1zJLMt3_wwen4LOS_I3c1ueEmG9fdr8wp82VodOMD9AZ6VqHY
linkProvider EBSCOhost
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Usability+of+Three+Electroencephalogram+Headsets+for+Brain-Computer+Interfaces%3A+A+Within+Subject+Comparison&rft.jtitle=Interacting+with+computers&rft.au=Nijboer%2C+Femke&rft.au=van+de+Laar%2C+Bram&rft.au=Gerritsen%2C+Steven&rft.au=Nijholt%2C+Anton&rft.date=2015-09-01&rft.issn=0953-5438&rft.eissn=1873-7951&rft.volume=27&rft.issue=5&rft.spage=500&rft.epage=511&rft_id=info:doi/10.1093%2Fiwc%2Fiwv023&rft.externalDBID=NO_FULL_TEXT
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0953-5438&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0953-5438&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0953-5438&client=summon