Independent component analysis separates spikes of different origin in the EEG

Journal of Clinical Neurophysiology

Volumn 23, Issue 1, 2006, Pages 72-78

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

^a UNIVERSITY CLINIC OF NAVARRA   (Spain)

Author keywords

EEG; Independent component analysis; Spike

Indexed keywords

CASE REPORT; CONFERENCE PAPER; CONTROLLED STUDY; ELECTROENCEPHALOGRAM; ELECTROENCEPHALOGRAPHY; FOCAL EPILEPSY; FRONTAL LOBE; HUMAN; INDEPENDENT COMPONENT ANALYSIS; SPIKE WAVE; STATISTICAL ANALYSIS; TEMPORAL LOBE; ADULT; ARTICLE; ARTIFACT; BRAIN CORTEX; BRAIN MAPPING; CLASSIFICATION; COMPARATIVE STUDY; EPILEPSY; PATHOPHYSIOLOGY; PRINCIPAL COMPONENT ANALYSIS;

ADULT; ARTIFACTS; BRAIN MAPPING; CEREBRAL CORTEX; ELECTROENCEPHALOGRAPHY; EPILEPSY; HUMANS; PRINCIPAL COMPONENT ANALYSIS;

EID: 33646845313     PISSN: 07360258     EISSN: None     Source Type: Journal    
DOI: 10.1097/01.wnp.0000185243.35669.51     Document Type: Conference Paper

References (32)

1. Barros AK, Cichocki A. Extraction of specific signals with temporal structure. Neural Comput 2001;13:1995-2003.
2. Bartlett MS, Makeig S, Bell AJ, et al. Independent component analysis of EEG data. Soc Neurosci Abstr 1995;21:437-437.
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. Human Brain Mapping 2001;13:43-53.
5. De-Lathauwer L, De-Moor B, Vandewalle J. Fetal electrocardiogram extraction by blind source subspace separation. IEEE Trans Biomed Eng 2000;47:567-572.
6. Hyvarinen A, Hoyer PO, Inki M. Topographic independent component analysis. Neural Comput 2001;13:1527-1558.
7. Hyvarinen A, Oja E. Independent component analysis: algorithms and applications. Neural Netw 2000;13:411-430.
8. Ikeda S, Toyama K. Independent component analysis for noisy data-MEG data analysis. Neural Netw 2000;13:1063-1074.
9. Iriarte J, Urrestarazu E, Valencia M, et al. Independent component analysis as a tool to eliminate artifacts in EEG: a quantitative study. J Clin Neurophysiol 2003;20:249-257.
10. Jung TP, Humphies C, Lee TW, et al. Extended ICA removes artifacts from electroencephalographic recordings. Adv Neural Inform Process Syst 1998;10:894-900.
11. Jung TP, Makeig S, Humphies C, et al. Removing electroencephalographic artifacts by blind source separation. Psychophysiology 2000a;37:163-178.
12. Jung TP, Makeig S, McKeown MJ, Bell AJ, Lee TW, Sejnowski TJ. Imaging brain dynamics using independent component analysis. Proc IEEE 2001b;89:1107-1122.
13. Jung TP, Makeig S, Westerfield M, et al. Removal of eye activity artifacts from visual event-related potentials in normal and clinical subjects. Clin Neurophysiol 2000c;111:1745-1758.
14. Karhunen J, Malaroiu S, Ilmoniemi M. Local linear independent component analysis based on clustering. Int J Neural Syst 2000;10:439-451.
15. Kobayashi K, Akiyama T, Nakahori T, et al. Systematic source estimation of spikes by a combination of independent component analysis and RAPMUSIC. I: Principles and simulation study. Clin Neurophysiol 2002a;113:713-724.
16. Kobayashi K, Akiyama T, Nakahori T, et al. Systematic source estimation of spikes by a combination of independent component analysis and RAPMUSIC. II: Preliminary clinical application. Clin Neurophysiol 2002b;113:725-734.
17. Kobayashi K, James CJ, Nakahori T, et al. Isolation of epileptiform discharges from unaveraged EEG by independent component analysis. Clin Neurophysiol 1999;110:1755-1763.
18. Kobayashi K, Merlet I, Gotman J. Separation of spikes from background by independent component analysis with dipole modeling and comparison to intracranial recording. Clin Neurophysiol 2001;112:405-413.
19. Lee JS, Lee DS, Ahn JY, et al. 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;42:938-943.
20. Makeig S, Jung TP, Bell AJ, et al. Blind separation of auditory event-related brain responses into independent components. Proc Natl Acad Sci U S A 1997;94:10979-10984.
21. Makeig S, Westerfield M, Jung TP, et al. Functionally independent components of the late positive event-related potential during visual spatial attention. J Neurosci 1999;19:2665-2680.
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;12:107-116.
23. Nam H, Yim TG, Han SK, et al. Independent component analysis of ictal EEG in medial temporal lobe epilepsy. Epilepsia 2002;43:160-164.
24. Ossadtchi A, Baillet S, Mosher JC, et al. Automated interictal spike detection and source localization in magnetoencephalography using independent components analysis and spatio-temporal clustering. Clin Neurophysiol 2004;115:508-522.
25. 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;12:709-714.
26. Stone JV. Blind source separation using temporal predictability. Neural Comput 2001;13:1559-1574.
27. Takahashi S, Anzai Y, Sakurai Y. A new approach to spike sorting for multi-neuronal activities recorded with a tetrode - how ICA can be practical. Neurosci Res 2003a;46:265-272.
28. Takahashi S, Anzai Y, Sakurai Y. Automatic sorting for multi-neuronal activity recorded with tetrodes in the presence of overlapping spikes. J.Neurophysiol 2003b;89:2245-2258.
29. Tong S, Bezerianos A, Paul J, et al. Removal of ECG interference from the EEG recordings in small animals using independent component analysis. J Neurosci Methods 2001;108:11-17.
30. Urrestarazu E, Iriarte J, Alegre M, Valencia M, Viteri C, Artieda J. Independent Component Analysis removing artifacts in ictal recordings. Epilepsia 2004;45:1071-1078.
31. Vigario R, Oja E. Independence: a new criterion for the analysis of the electromagnetic fields in the global brain? Neural Netw 2000;13:891-907.
32. Vigario RN. Extraction of ocular artefacts from EEG using independent component analysis. Electroencephalogr Clin Neurophisiol 1997;103:395-404.