메뉴 건너뛰기




Volumn 38, Issue 3, 2008, Pages 348-360

A comparative study of automatic techniques for ocular artifact reduction in spontaneous EEG signals based on clinical target variables: A simulation case

Author keywords

Blind source separation (BSS); Electroencephalography (EEG); Electrooculography (EOG); Independent component analysis (ICA); Ocular filtering; Principal component analysis (PCA); Regression analysis

Indexed keywords

BLIND SOURCE SEPARATION; COMPUTER SIMULATION; INDEPENDENT COMPONENT ANALYSIS; PRINCIPAL COMPONENT ANALYSIS; REGRESSION ANALYSIS; SIGNAL ANALYSIS;

EID: 39649116676     PISSN: 00104825     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.compbiomed.2007.12.001     Document Type: Article
Times cited : (169)

References (29)
  • 1
    • 0027371166 scopus 로고
    • Ocular artifacts in EEG and event-related potentials I: scalp topography
    • Lins O.G., Picton T.W., Berg P., and Scherg M. Ocular artifacts in EEG and event-related potentials I: scalp topography. Brain Topogr. 6 (1993) 51-63
    • (1993) Brain Topogr. , vol.6 , pp. 51-63
    • Lins, O.G.1    Picton, T.W.2    Berg, P.3    Scherg, M.4
  • 2
  • 3
    • 0026732613 scopus 로고
    • The deleterious effect of ocular artifacts on the quantitative EEG, and a remedy
    • Gasser T., Ziegler P., and Gattaz F. The deleterious effect of ocular artifacts on the quantitative EEG, and a remedy. Eur. Arch. Psychiatry Clin. Neurosci. 241 (1992) 241-252
    • (1992) Eur. Arch. Psychiatry Clin. Neurosci. , vol.241 , pp. 241-252
    • Gasser, T.1    Ziegler, P.2    Gattaz, F.3
  • 4
    • 0035150501 scopus 로고    scopus 로고
    • The effects of ocular artifacts on (lateralized) broadband power in the EEG
    • Hagemman D., and Naumann E. The effects of ocular artifacts on (lateralized) broadband power in the EEG. Clin. Neurophysiol. 112 (2001) 215-231
    • (2001) Clin. Neurophysiol. , vol.112 , pp. 215-231
    • Hagemman, D.1    Naumann, E.2
  • 5
    • 0027371167 scopus 로고
    • Ocular artifacts in recording EEGs and event-related potentials II: Source dipoles and source components
    • Lins O.G., Picton T.W., Berg P., and Scherg M. Ocular artifacts in recording EEGs and event-related potentials II: Source dipoles and source components. Brain Topogr. 6 (1993) 65-78
    • (1993) Brain Topogr. , vol.6 , pp. 65-78
    • Lins, O.G.1    Picton, T.W.2    Berg, P.3    Scherg, M.4
  • 6
    • 0030961890 scopus 로고    scopus 로고
    • Spatial filtering of multichannel electroencephalographic recordings through principal component analysis by singular value decomposition
    • Lagerlund T.D., Sharbrough F.W., and Busacker N.E. Spatial filtering of multichannel electroencephalographic recordings through principal component analysis by singular value decomposition. J. Clin. Neurophysiol. 14 (1997) 73-82
    • (1997) J. Clin. Neurophysiol. , vol.14 , pp. 73-82
    • Lagerlund, T.D.1    Sharbrough, F.W.2    Busacker, N.E.3
  • 8
    • 0031239460 scopus 로고    scopus 로고
    • Extraction of ocular artifacts from EEG using independent component analysis
    • Vigario R.N. Extraction of ocular artifacts from EEG using independent component analysis. Electroencephalogr. Clin. Neurophysiol. 103 (1997) 395-404
    • (1997) Electroencephalogr. Clin. Neurophysiol. , vol.103 , pp. 395-404
    • Vigario, R.N.1
  • 9
    • 1942472547 scopus 로고    scopus 로고
    • Automatic removal of eye movement and blink artifacts from EEG data using blind component separation
    • Joyce C.A., Gorodnitsky I.F., and Kutas M. Automatic removal of eye movement and blink artifacts from EEG data using blind component separation. Psychophysiology 41 (2004) 313-325
    • (2004) Psychophysiology , vol.41 , pp. 313-325
    • Joyce, C.A.1    Gorodnitsky, I.F.2    Kutas, M.3
  • 10
    • 31544461816 scopus 로고    scopus 로고
    • A model-based objective evaluation of eye movement correction in EEG recordings
    • Kierkels J.J.M., van Boxtel G.J.M., and Vogten L.L.M. A model-based objective evaluation of eye movement correction in EEG recordings. IEEE Trans. Bio-Med. Eng. 53 (2006) 246-253
    • (2006) IEEE Trans. Bio-Med. Eng. , vol.53 , pp. 246-253
    • Kierkels, J.J.M.1    van Boxtel, G.J.M.2    Vogten, L.L.M.3
  • 11
    • 1842455280 scopus 로고    scopus 로고
    • Optimization of an independent component analysis approach for artifact identification and removal in magnetoencephalographic signals
    • Barbati G., Porcaro C., Zappasodi F., Rossini P.M., and Tecchio F. Optimization of an independent component analysis approach for artifact identification and removal in magnetoencephalographic signals. Clin. Neurophysiol. 115 (2004) 1220-1232
    • (2004) Clin. Neurophysiol. , vol.115 , pp. 1220-1232
    • Barbati, G.1    Porcaro, C.2    Zappasodi, F.3    Rossini, P.M.4    Tecchio, F.5
  • 12
    • 2942755691 scopus 로고    scopus 로고
    • Automatic correction of ocular artifacts in the EEG: a comparison of regression-based and component-based methods
    • Wallstrom G.L., Kass R.E., Miller A., Cohn J.F., and Nathan A.F. Automatic correction of ocular artifacts in the EEG: a comparison of regression-based and component-based methods. Int. J. Psychophysiol. 53 (2004) 105-119
    • (2004) Int. J. Psychophysiol. , vol.53 , pp. 105-119
    • Wallstrom, G.L.1    Kass, R.E.2    Miller, A.3    Cohn, J.F.4    Nathan, A.F.5
  • 13
    • 1242283941 scopus 로고    scopus 로고
    • EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics including independent component analysis
    • Delorme A., and Makeig S. EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics including independent component analysis. J. Neurosci. Methods. 134 (2004) 9-21
    • (2004) J. Neurosci. Methods. , vol.134 , pp. 9-21
    • Delorme, A.1    Makeig, S.2
  • 14
    • 33845666244 scopus 로고    scopus 로고
    • A fully automated correction method of EOG artifacts in EEG recordings
    • Schlögl A., Keinrath C., Zimmermann D., et al. A fully automated correction method of EOG artifacts in EEG recordings. Clin. Neurophysiol. 118 (2007) 98-104
    • (2007) Clin. Neurophysiol. , vol.118 , pp. 98-104
    • Schlögl, A.1    Keinrath, C.2    Zimmermann, D.3
  • 15
    • 0000147667 scopus 로고
    • The ten-twenty electrode system of the International Federation
    • Jasper H. The ten-twenty electrode system of the International Federation. Electroencephalogr. Clin. Neurophysiol. 10 (1958) 371-375
    • (1958) Electroencephalogr. Clin. Neurophysiol. , vol.10 , pp. 371-375
    • Jasper, H.1
  • 16
    • 0026493912 scopus 로고
    • Artifact processing in topographic of electroencephalographic activity in neuropsychopharmacology
    • Anderer P., Semlitsch H.V., Saletu B., and Barbanoj M.J. Artifact processing in topographic of electroencephalographic activity in neuropsychopharmacology. Psychiatry. Res. 45 (1992) 79-93
    • (1992) Psychiatry. Res. , vol.45 , pp. 79-93
    • Anderer, P.1    Semlitsch, H.V.2    Saletu, B.3    Barbanoj, M.J.4
  • 17
    • 0022871109 scopus 로고
    • A solution for reliable and valid reduction of ocular artifacts applied to the P300 ERP
    • Semlitsch H.V., Anderer P., Schuster P., and Presslich O. A solution for reliable and valid reduction of ocular artifacts applied to the P300 ERP. Psychophysiology 23 (1986) 695-703
    • (1986) Psychophysiology , vol.23 , pp. 695-703
    • Semlitsch, H.V.1    Anderer, P.2    Schuster, P.3    Presslich, O.4
  • 21
    • 0027812550 scopus 로고
    • Blind beamforming for non Gaussian signals
    • Cardoso J.F., and Souloumiac A. Blind beamforming for non Gaussian signals. IEE Proc.-F. 140 (1993) 362-370
    • (1993) IEE Proc.-F. , vol.140 , pp. 362-370
    • Cardoso, J.F.1    Souloumiac, A.2
  • 22
    • 0029411030 scopus 로고
    • An information maximization approach to blind separation and blind deconvolution
    • Bell A.J., and Sejnowski T.J. An information maximization approach to blind separation and blind deconvolution. Neural Comput. 7 (1995) 1129-1159
    • (1995) Neural Comput. , vol.7 , pp. 1129-1159
    • Bell, A.J.1    Sejnowski, T.J.2
  • 23
    • 0346307721 scopus 로고    scopus 로고
    • A fast fixed-point algorithm for independent component analysis
    • Hyvärinen A., and Oja E. A fast fixed-point algorithm for independent component analysis. Neural Comput. 9 (1997) 1483-1492
    • (1997) Neural Comput. , vol.9 , pp. 1483-1492
    • Hyvärinen, A.1    Oja, E.2
  • 24
    • 0033556834 scopus 로고    scopus 로고
    • Independent component analysis using an extended infomax algorithm for mixed sub-Gaussian and super-Gaussian sources
    • Lee T.-W., Girolami M., and Sejnowski T.J. Independent component analysis using an extended infomax algorithm for mixed sub-Gaussian and super-Gaussian sources. Neural Comput. 11 (1999) 606-633
    • (1999) Neural Comput. , vol.11 , pp. 606-633
    • Lee, T.-W.1    Girolami, M.2    Sejnowski, T.J.3
  • 25
    • 39649097261 scopus 로고    scopus 로고
    • A. Cichocki, S. Amari, K. Siwek, T. Tanaka et al., ICALAB toolboxes [online], Available from 〈http://www.bsp.brain.riken.jp/ICALAB/〉 (accessed 15 Feb 2007).
    • A. Cichocki, S. Amari, K. Siwek, T. Tanaka et al., ICALAB toolboxes [online], Available from 〈http://www.bsp.brain.riken.jp/ICALAB/〉 (accessed 15 Feb 2007).
  • 26
    • 0034144007 scopus 로고    scopus 로고
    • Removal of ocular artifact from the EEG: a review
    • Croft R.J., and Barry R.J. Removal of ocular artifact from the EEG: a review. Neurophysiol. Clin. 30 (2000) 5-19
    • (2000) Neurophysiol. Clin. , vol.30 , pp. 5-19
    • Croft, R.J.1    Barry, R.J.2
  • 27
    • 0023237811 scopus 로고
    • Topographic brain mapping of EEG in neuropsychopharmacology-Part II. Clinical applications (pharmaco EEG mapping)
    • Saletu B., Anderer P., Kinsperger K., and Grünberger J. Topographic brain mapping of EEG in neuropsychopharmacology-Part II. Clinical applications (pharmaco EEG mapping). Methods Findings Exp. Clin. Pharmacol. 9 (1987) 385-408
    • (1987) Methods Findings Exp. Clin. Pharmacol. , vol.9 , pp. 385-408
    • Saletu, B.1    Anderer, P.2    Kinsperger, K.3    Grünberger, J.4
  • 29
    • 0034793588 scopus 로고    scopus 로고
    • Preprocessing and time-frequency analysis of newborn EEG seizures
    • Celka P., Boashash B., and Colditz P. Preprocessing and time-frequency analysis of newborn EEG seizures. IEEE Eng. Med. Biol. Mag. 20 (2001) 30-39
    • (2001) IEEE Eng. Med. Biol. Mag. , vol.20 , pp. 30-39
    • Celka, P.1    Boashash, B.2    Colditz, P.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.