76
Views
1
CrossRef citations to date
0
Altmetric
Original

The Effect of Mutual Information on Independent Component Analysis in EEG/MEG Analysis: A Simulation Study

, , &
Pages 1534-1546 | Received 28 Jul 2008, Published online: 07 Jul 2009

REFERENCES

  • Baillet S., Mosher J. C., Leahy R. M. Electromagnetic brain mapping. IEEE Signal Processing Magazine 2001; 18: 14–30
  • Bell A. J., Sejnowski T. J. An information-maximization approach to blind separation and blind deconvolution. Neural Computation 1995; 7: 1129–1159
  • Cardoso J.-F. Dependence, correlation and Gaussianity in independent component analysis. Journal of Machine Learning Research 2003; 4: 1177–1203
  • Comon P. Independent component analysis, a new concept. Signal Processing 1994; 36: 287–314
  • Cover T. M., Thomas J. A. Elements of Information Theory, et al. Wiley Series in Telecommunications, New York 1991
  • Cuffin B. N., Cohen D. Comparison of the magnetoencephalogram and electroencephalogram. Electroencephalography and Clinical Neurophysiology 1978; 47: 132–146
  • David O., Friston K. J. A neural mass model for MEG/EEG: coupling and neuronal dynamics. Neuroimage 2003; 20: 1743–1755
  • Debener S., Ullsperger M., Siegel M., Fiehler K., Von Cramon D. Y., Engel A. K. Trial-by-trial coupling of concurrent electroencephalogram ad functional magnetic resonance imaging identifies the dynamics of performance monitoring. Journal of Neuroscience 2005; 25: 11730–11737
  • Delorme A., Makeig S. EEGLab: an open source toolbox for analysis of single-trial EEG dynamics. Journal of Neuroscience Methods 2004; 134: 9–21
  • Grosse-Wentrup M., Buss M. Overcomplete independent component analysis via linearly constrained minimum variance filtering. Journal of VLSI Signal Processing 2007; 48: 161–171
  • Grosse-Wentrup M., Buss M. Signal subspace identification through blind source separation. IEEE Signal Processing Letters 2006; 13: 100–103
  • Grosse-Wentrup M., Gramann K., Wascher E., Buss M. EEG source localization for brain-computer interfaces. Proceedings of the 2nd International IEEE EMBS Conference on Neural Engineering. Arlington, Virginia 2005; 128–131.
  • Jung T. P., Makeig S., McKeown M. J., Bell A. J., Lee T.-W., Sejnowski T. J. Imaging brain dynamics using independent component analysis. Proceeding of the IEEE 2001; 89: 1107–1122
  • Lee T.-W., Girolami M., Sejnowski T. J. Independent component analysis using an extended infomax agorithm for mixed sub-Gaussion and super-Gaussion sources. Neural Computation 1999; 11: 606–633
  • Li Y., Cichocki A., Amari S.-I. Blind estimation of chanel parameters and source components for EEG-signals: a sparse factorization approach. IEEE Transaction on Neural Networks 2006; 17: 419–431
  • Lopes da Silva F. H., Hoeks A., Smits H., Zetterberg L. H. Model of brain rhythmic activity. The alpha-rhythm of the thalamus. Kybernetik, 15: 27–37
  • Makeig S., Delorme A., Westerfield M., Townsend J., Courchesne E., Sejnowski T. J. Electroencephalographic brain dynamics following visual targets requiring manual responses. PLoS Biology 2004; 2: 747–762
  • Moddemeijer R. On estimation of entropy and mutual information of continuous distributions. Signal Processing 1989; 16: 233–246
  • Nunez P. L. Electric Fields of the Brain, et al. Oxford University Press, New York 2005
  • Oostenveld R., Oostendorp T. F. Validating the boundary element method for forward and inverse EEG computations in the presence of a hole in the skull. Human Brain Mapping 2002; 17: 179–192
  • Zhukov L., Weinstein D., Johnson C. Independent component analysis for EEG source localization–An algorithm that reduces the complexity of localizing multiple neural sources. IEEE Engineering in Medicine and Biology Magazine 2000; 19: 87–96

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.