REG-ICA: A hybrid methodology combining Blind Source Separation and regression techniques for the rejection of ocular artifacts

Biomedical Signal Processing and Control

Volumn 6, Issue 3, 2011, Pages 291-300

  Klados, Manousos A ^a   Papadelis, Christos ^b   Braun, Christoph ^b   Bamidis, Panagiotis D ^a  

^a ARISTOTLE UNIVERSITY OF THESSALONIKI   (Greece)

^b UNIVERSITY OF TRENTO   (Italy)

Author keywords

Adaptive filter; EEG; EOG; EOG artifact rejection; ICA; REG ICA; Regression analysis

Indexed keywords

ADAPTIVE FILTERING; ADAPTIVE FILTERS; BRAIN; CONTAMINATION; ELECTROENCEPHALOGRAPHY; FREQUENCY DOMAIN ANALYSIS; INDEPENDENT COMPONENT ANALYSIS; NEUROPHYSIOLOGY; REGRESSION ANALYSIS; TIME DOMAIN ANALYSIS;

ARTIFACT REJECTIONS; ELECTROENCEPHALOGRAPHIC (EEG); INDEPENDENT COMPONENT ANALYSIS(ICA); INDEPENDENT COMPONENTS; LEAST MEAN SQUARE ALGORITHMS; METHODOLOGICAL APPROACH; RECURSIVE LEAST SQUARES ALGORITHMS; TIME AND FREQUENCY DOMAINS;

BLIND SOURCE SEPARATION;

ADULT; ALGORITHM; ANALYTIC METHOD; ARTIFACT; ARTIFACT REJECTION; BLIND SOURCE SEPARATION; CONFERENCE PAPER; CONTROLLED STUDY; ELECTRODE; ELECTROENCEPHALOGRAPHY; ELECTROOCULOGRAPHY; FEMALE; FREQUENCY MODULATION; GAMMA RHYTHM; HUMAN; HUMAN EXPERIMENT; HYBRID; HYPOTHESIS; INDEPENDENT COMPONENT ANALYSIS; MAGNETOENCEPHALOGRAPHY; MALE; NORMAL HUMAN; PRIORITY JOURNAL; REGRESSION ANALYSIS; SIGNAL NOISE RATIO; SIGNAL TRANSDUCTION;

EID: 79959979845     PISSN: 17468094     EISSN: 17468108     Source Type: Journal    
DOI: 10.1016/j.bspc.2011.02.001     Document Type: Conference Paper

References (44)

1. B.J. Fisch Artifacts 2nd edition B.J. Fisch, Spehlmann's EEG Primer 1999 Elsevier Amsterdam, The Netherlands 108 124
2. D.J. McFarland, L.M. McCane, S.V. David, and J.R. Wolpaw Spatial filter selection for EEG-based communication Electroencephalography and Clinical Neurophysiology 103 1997 386 394 (Pubitemid 27382149)
3. P. Anderer, S. Roberts, A. Schlogl, G. Grube, G. Klosch, and W. Herrmann Artifact processing in computerized analysis of sleep EEG - a review Neuropsychobiology 40 1999 p.150 157 (Pubitemid 29435739)
4. T.C. Weerts, and P.J. Lang The effects of eye fixation and stimulus response location on the contingent negative variation (CNV) Biological Psychology 1 1977 1 19
5. R. Verleger The instruction to refrain from blinking affects auditory P3 and N1 amplitudes Electroencephalography and Clinical Neurophysiology 78 1991 240 251
6. C.J. Ochoa, and J. Polich P300 and blink instructions Clinical Neurophysiology 111 2000 93 98
7. C. Papadelis, Z. Chen, C. Kourtidou-Papadeli, P.D. Bamidis, I. Chouvarda, E. Bekiaris, and N. Maglaveras Monitoring sleepiness with on-board electrophysiological recordings for preventing sleep-deprived traffic accidents Journal of Clinical Neurophysiology 118 9 2007 1906 1922 (Pubitemid 47187765)
8. C. Papadelis, N. Maglaveras, C. Kourtidou-Papadeli, P. Bamidis, M. Albani, K. Chatzinikolaou, and K. Pappas Quantitative multichannel EEG measure predicting the optimal weaning from ventilator in ICU patients with acute respiratory failure Journal of Clinical Neurophysiology 117 2006 p.752 770
9. T. Elbert, W. Lutzenberger, B. Rockstroh, and N. Birbaumer Removal of ocular artifacts from the EEG - a biophysical approach to the EEG Electroencephalography and Clinical Neurophysiology 60 1985 455 463 (Pubitemid 15025883)
10. P. He, G. Wilson, and C. Russell Removal of ocular artifacts from electro-encephalogram by adaptive filtering Medical and Biological Engineering and Computing 42 2004 407 412 (Pubitemid 38786704)
11. A. Ghirnikar, and S.T. Alexander Stable recursive least squares filtering using an inverse QR decomposition IEEE International Conference on Acoustics, Speech and Signal Processing 1990 ICASSP-90, 3 1990 1623 1626
12. A. Schlogl, C. Keinrath, D. Zimmermann, R. Scherer, R. Leeb, and G. Pfurtscheller A fully automated correction method of EOG artifacts in EEG recordings Clinical Neurophysiology 118 2007 98 104 (Pubitemid 44960931)
13. T.P. Jung, C. Humphries, T.W. Lee, and S. Makeig Extended ICA removes artifacts from electroencephalographic recordings M. Jordan, Advances in Neural Information Processing Systems vol. 10 1998 MIT Press Cambridge, USA
14. N.P. Castellanos, and V.A. Makarov Recovering EEG brain signals: artifact suppression with wavelet enhanced independent component analysis Journal of Neuroscience Methods 158 2006 300 312 (Pubitemid 44738074)
15. A.J. Bell, and T.J. Sejnowski An information-maximization approach to blind separation and blind deconvolution Neural Computation 7 1995 1129 1159
16. C. Lithari, C.A. Frantzidis, C. Papadelis, Ana B. Vivas, M.A. Klados, C. Kourtidou-Papadeli, C. Pappas, A.A. Ioannides, and P.D. Bamidis Are females more responsive to emotional stimuli? A neurophysiological study across arousal and valence dimensions Brain Topography 23 1 2010 27 40
17. O.G. Lins, T.W. Picton, P. Berg, and M. Scherg Ocular artifacts in EEG and event-related potentials I: scalp topography Brain Topography 6 1 1993 51 63 (Pubitemid 23302133)
18. M.A. Klados, C. Papadelis, C.D. Lithari, and P.D. Bamidis The removal of ocular artifacts from EEG signals: a comparison of performances for different methods J. Vander Sloten, P. Verdonck, M. Nyssen, J. Haueisen, ECIFMBE 2008 IFMBE Proceedings 22 2008 1259 1263
19. J.S. Barlow Artifact processing (rejection and minimization) in EEG data processing Handbook of Electroencephalography and Clinical Neurophysiology (Revised Series Ed.) vol. 2 1986 Elsevier Amsterdam pp. 15-62
20. B.W. Jervis, E.C. Ifeachor, and E.M. Allen The removal of ocular artefacts from electroencephalogram: a review Medical and Biological Engineering and Computing 26 1998 2 12
21. P.K. Sadasivan, and D. Narayana Dutt ANC schemes for the enhancement of EEG signals in the presence of EOG artifacts Computers and Biomedical Research 29 1 1996 27 40 (Pubitemid 26094533)
22. L. Vigon, M.R.J. Saatchi, E.W. Mayhew, and R. Fernandes Quantitative evaluation of techniques for ocular artefact filtering of EEG waveforms IEE Proceedings: Science Measurement and Technology 2000 147 219
23. A. Kachenoura, A. Laurent, S. Lotfi, and P. Common ICA: a potential tool for BCI systems IEEE Signal Processing Magazine 25 1 2008 57 68
24. J. Escudero, R. Hornero, D. Abásolo, A. Fernández, and M. López-Coronado Artifact removal in magnetoencephalogram background activity with independent component analysis IEEE Transactions on Biomedical Engineering 54 November (11) 2007
25. C.A. Joyce, I.F. Gorodnitsky, and M. Kutas Automatic removal of eye movement and blink artifacts from EEG data using blind component separation Psychophysiology 41 2004 313 325 (Pubitemid 38524104)
26. D. Mantini, R. Franciotti, G.L. Romani, and V. Pizzella Improving MEG source localizations: an automated method for complete artifact removal based on independent component analysis NeuroImage 40 2008 160 173
27. M.A. Klados, C. Bratsas, C. Frantzidis, C.L. Papadelis, and P.D. Bamidis A kurtosis-based automatic system using Naïve Bayesian classifier to identify ICA components contaminated by EOG or ECG artifacts P.D. Bamidis, N. Pallikarakis, MEDICON 2010 IFMBE Proceedings 29 2010 49 52
28. Javier Escudero, Roberto Hornero, Daniel Abásolo, Alberto Fernández, and Miguel López-Coronado Artifact removal in magnetoencephalogram background activity with independent component analysis IEEE Transactions on Biomedical Engineering 54 2007 11
29. C.J. James, and C.W. Hesse Independent component analysis for biomedical signals Physiological Measurement 26 1 2005 R15 R39
30. G. Barbati, C. Porcaro, F. Zappasodi, P.M. Rossini, and F. Tecchio Optimization of an independent component analysis approach for artifact identification and removal in magnetoencephalographic signals Clinical Neurophysiology 115 5 2004 1220 1232 (Pubitemid 38453033)
31. R.J. Croft, and R.J. Barry Removal of ocular artifact from the EEG: a review Clinical Neurophysiology 30 2000 5 19 (Pubitemid 30148764)
32. D. Groppe, S. Makeig, and M. Kutas Identifying reliable independent components via split-half comparisons Neuroimage 45 2009 1199 1211
33. Harald Stögbauer, Ralph G. Andrzejak, Alexander Kraskov, and Peter Grassberger Reliability of ICA estimates with mutual information Independent Component Analysis and Blind Signal Separation vol. 3195 2004 Lecture Notes in Computer Science 209 216 (Pubitemid 39751033)
34. S. Romero, M. Mananas, and M. Barbanoj A comparative study of automatic techniques for ocular artifact reduction in spontaneous EEG signals based on clinical target variables: a simulation case Computers in Biology and Medicine 38 3 2008 348 360
35. S. Romero, M. Mananas, and M. Barbanoj Ocular reduction in EEG signals based on adaptive filtering, regression and blind source separation Annals of Biomedical Engineering 37 1 2009 176 191
36. T. Gasser, P. Ziegler, and F. Gattaz The deleterious effect of ocular artifacts on the quantitative EEG, and a remedy European Archives of Psychiatry and Clinical Neuroscience 241 1992 241 252
37. A. Cichocki, and S. Amari Adaptive Blind Signal and Image Processing: Learning Algorithms and Applications 2002 Wiley UK
38. M. Lewicki, and B. Olshausen A probabilistic framework for the adaptation and comparison of image codes Journal of the Optical Society of America A: Optics Image Science and Vision 16 7 1998 1587 1601 (Pubitemid 129308656)
39. Shangming Yang, Zhang Yi, Guisong Liu, Regression ICA algorithm for image denoising, Advances in Cognitive Neurodynamics ICCN 2007-2008, Part V, pp. 993-997, doi:10.1007/978-1-4020-8387-7-171.
40. M.A. Klados, C.L. Papadelis, and P.D. Bamidis REG-ICA: a new hybrid method for EOG artifact rejection 9th International Conference on Information Technology and Applications in Biomedicine ITAB 2009 2009 pp. 1-4, 4-7 (November)
41. Hyunseok Kook, Lalit Gupta, Srinivas Kota, Molfes Dennise, and H. Lyytinen An offline/real-time artifact rejection strategy to improve the classification of multi-channel evoked potentials Pattern Recognition 41 2008 1985 1996 (Pubitemid 351191970)
42. Tzyy-Ping Jung, Scott Makeig, Marissa Westerfield, Jeanne Townsend, Eric Courchesne, and Terrence J. Sejnowski Removal of eye activity artifacts from visual event-related potentials in normal and clinical subjects Clinical Neurophysiology 111 2000 1745 1758
43. E. Kasuya Mann-Whitney U test when variances are unequal Animal Behaviour 61 2001 247 1249
44. A. Delorme, and S. Makeig EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics Journal of Neuroscience Methods 134 2004 9 21