Independent component analysis as a tool to eliminate artifacts in EEG: A quantitative study

Journal of Clinical Neurophysiology

Volumn 20, Issue 4, 2003, Pages 249-257

  Iriarte, Jorge ^a   Urrestarazu, Elena ^a   Valencia, Miguel ^a,b   Alegre, Manuel ^a   Malanda, Armando ^b   Viteri, César ^a   Artieda, Julio ^a  

^a UNIVERSITY CLINIC OF NAVARRA   (Spain)

^b PUBLIC UNIVERSITY OF NAVARRE   (Spain)

Author keywords

Artifacts; EEG; Independent component analysis

Indexed keywords

ALGORITHM; ARTICLE; ARTIFACT REDUCTION; CASE REPORT; CORRELATION ANALYSIS; CORRELATION COEFFICIENT; ELECTRODE; ELECTROENCEPHALOGRAPHY; EPILEPSY; EYE MOVEMENT; FILTER; HUMAN; INDEPENDENT COMPONENT ANALYSIS; MORPHOLOGY; MUSCLE; QUANTITATIVE ANALYSIS; SPIKE; STANDARD; STATISTICAL ANALYSIS;

ALGORITHMS; ARTIFACTS; BRAIN MAPPING; COMPUTER SIMULATION; ELECTROCARDIOGRAPHY; ELECTRODES; ELECTROENCEPHALOGRAPHY; EYE MOVEMENTS; HUMANS; MUSCLES; SIGNAL PROCESSING, COMPUTER-ASSISTED;

EID: 0141960372     PISSN: 07360258     EISSN: None     Source Type: Journal    
DOI: 10.1097/00004691-200307000-00004     Document Type: Article

References (29)

1. Arfanakis K, Cordes D, Haughton VM, Moritz CH, Quigley MA, Meyerand ME. Combining independent component analysis and correlation analysis to probe interregional connectivity in fMRI task activation datasets. Magn Reson Imaging 2000;18:921-30.
2. Bartlett MS, Makeig S, Bell AJ, Jung TP, Sejnowski TJ. Independent component analysis of EEG data. Abstr Soc Neurosci 1995;21:437.
3. Brown GD, Yamada S, Sejnowski TJ. Independent component analysis at the neural cocktail party. Trends Neurosci 2001;24:54-63.
4. Calhoun VD, Adali T, Pearlson GD, Pekar JJ. Spatial and temporal independent component analysis of functional MRI data containing a pair of task-related waveforms. Hum Brain Mapp 2001;13:43-53.
5. Cardoso J-F. Blind signal separation: statistical principles. Proceedings of the IEEE 1998;9:2009-25.
6. De Lathauwer L, De-Moor B, Vandewalle J. Fetal electrocardiogram extraction by blind source subspace separation. IEEE Trans Biomed Eng 2000;47:567-72.
7. Hoyer PO, Hyvarinen A. Independent component analysis applied to feature extraction from colour and stereo images. Network 2000;11:191-210
8. Hyvarinen A, Hoyer PO, Inki M. Topographic independent component analysis. Neural Comput 2001;13:1527-58.
9. Hyvarinen A, Oja E. Independent component analysis: algorithms and applications. Neural Netw 2000;13:411-30.
10. Ikeda S, Toyama K. Independent component analysis for noisy data-MEG data analysis. Neural Netw 2000;13:1063-74.
11. Ille N, Berg P, Scherg M. Artifact correction of the ongoing EEG using spatial filters based on artifact and brain signal topographies. J Clin Neurophysiol 2002;19:113-24.
12. Jung TP, Humphies C, Lee TW, Makeig S, McKeown MJ, Iragui V, Sejnowski TJ. Removing electroencephalographic artifacts: comparison between ICA and PCA. In: Constantinides T, Kung SY, Niranjan M, Wilson E, eds. Neural Networks for Signal Processing VIII: Proceedings of the 1998 IEEE Workshop. New York: IEEE Press, 1998: 63-72.
13. Jung TP, Makeig S, Humphries C, Lee TW, McKeown MF, Iragui V, Sejnowski TJ. Removing electroencephalographic artifacts by blind source separation. Psychophysiology 2000a;37:163-78.
14. Jung TP, Makeig S, Westerfield M, Townsend J, Courchesne E, Sejnowski TJ. Removal of eye activity artifacts from visual event-related potentials in normal and clinical subjects. Clin Neurophysiol 2000b;111:1745-58.
15. Karhunen J, Malaroiu S, Ilmoniemi M. Local linear independent component analysis based on clustering. Int J Neural Syst 2000;10:439-51.
16. Kobayashi K, Akiyama T, Nakahori T, Yoshikawa S, Gotman J. Systematic source estimation of spikes by a combination of independent component analysis and RAP-MUSIC. I: Principles and simulation study. Clin Neurophysiol 2002;113:713-24.
17. Kobayashi K, Akiyama T, Nakahori T, Yoshikawa S, Gotman J. Systematic source estimation of spikes by a combination of independent component analysis and RAP-MUSIC. II: Preliminary clinical application. Clin Neurophysiol 2002;113:725-34.
18. Lee JS, Lee DS, Ahn JY, Choi YM, Jin DK, Park GS, Choi IS, Sohn MS, Shin EK. Blind separation of cardiac components and extraction of input function from H(2)(15)O dynamic myocardial PET using independent component analysis. J Nucl Med 2001;42:938-43.
19. Maeda S, Inagaki S, Kawaguchi H, Song WJ. Separation of signal and noise from in vivo optical recording in Guinea pigs using independent component analysis. Neurosci Lett 2001;302:137-40.
20. Makeig S, Enghoff S, Jung TP, Sejnowski TJ. A natural basis for efficient brain-actuated control. IEEE Trans Rehabil Eng 2000;8:208-11.
21. McKeown MJ, Humphries C, Achermann P, Borbely AA, Sejnowski TJ. A new method for detecting state changes in the EEG: exploratory application to sleep data. J Sleep Res 1998;7 (suppl 1): 48-56.
22. McKeown MJ, Humphries C, Iragui V, Sejnowski TJ. Spatially fixed patterns account for the spike and wave features in absence seizures. Brain Topogr 1999;12:107-16.
23. Moritz CH, Haughton VM, Cordes D, Quigley M, Meyerand ME. Whole-brain functional MR imaging activation from a finger-tapping task examined with independent component analysis. AJNR Am J Neuroradiol 2000;21:1629-35.
24. Sato W, Kochiyama T, Yoshikawa S, Matsumura M. Emotional expression boosts early visual processing of the face: ERP recording and its decomposition by independent component analysis. Neuroreport 2001;12:709-14.
25. Stone JV. Blind source separation using temporal predictability. Neural Comput 2001;13:1559-74.
26. Suzuki K, Kiryu T, Nakada T. Fast and precise independent component analysis for high field fMRI time series tailored using prior information on spatiotemporal structure. Hum Brain Mapp 2002;15:54-66.
27. Tong S, Bezerianos A, Paul J, Zhu Y, Thakor N. Removal of ECG interference from the EEG recordings in small animals using independent component analysis. J Neurosci Methods 2001;108:11-7.
28. Vigario R, Sarela J, Jousmaki V, Hamalainen M, Oja E. Independent component approach to the analysis of EEG and MEG recordings. IEEE Trans Biomed Eng 2000;47:589-93.
29. Vigario RN. Extraction of ocular artefacts from EEG using independent component analysis. Electroencephalogr Clin Neurophysiol 1997;103:395-404.