BRAIN CENTERS MODEL AND ITS APPLICATIONS TO EEG ANALYSIS

Ivan Gorbunov, Piotr Semenov

Abstract

This paper presents a new approach to EEG analysis and human functional state discrimination. This is Brain Centers Neural Network model (BCNN-model). We declare BCNN-model fundamentals and recent numerical experiments results. These results approve that model has high accuracy in EEG reproduction and human state discrimination. BCNN-model may have applications in functional state identification and brain exploration.

References

  1. Haykin, S. (1998). Neural Networks: A Comprehensive Foundation. Prentice Hall, 2nd edition.
  2. Hyekyung, L. and Seungjin, C. (2003). Pca+hmm+svm for eeg pattern classification. Proceedings of Seventh International Symposium on Signal Processing and Its Applications.
  3. Jolliffe, I. (2002). Principal Component Analysis. Springer.
  4. Koles, Z. (1998). Trends in eeg source localization. Electroencephalography and Clinical Neurophysiology, 106:127-137.
  5. Phelps, M. and Hoffman, E. (1975). A positron-emission transaxial tomograph for nuclear imaging (pet). Radiology.
  6. Raichle, M. and Mintun, M. (2006). Brain work and brain imaging. The Annual Review of Neuroscience.
  7. Ungureanu, M., Bigan, C., Strungaru, R., and Lazarescu, V. (2004). Independent component analysis in eeg signal processing. MEASUREMENT SCIENCE REVIEW, 4.
  8. Wang, L. (2005). Support Vector Machines: Theory and Applications. Springer.
  9. Zhukov, L., Weinstein, D., and Johnson, C. (2000). Independent component analysis for eeg source localization. Engineering in Medicine and Biology Magazine.
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Paper Citation


in Harvard Style

Gorbunov I. and Semenov P. (2009). BRAIN CENTERS MODEL AND ITS APPLICATIONS TO EEG ANALYSIS . In Proceedings of the International Joint Conference on Computational Intelligence - Volume 1: ICNC, (IJCCI 2009) ISBN 978-989-674-014-6, pages 480-483. DOI: 10.5220/0002322704800483


in Bibtex Style

@conference{icnc09,
author={Ivan Gorbunov and Piotr Semenov},
title={BRAIN CENTERS MODEL AND ITS APPLICATIONS TO EEG ANALYSIS},
booktitle={Proceedings of the International Joint Conference on Computational Intelligence - Volume 1: ICNC, (IJCCI 2009)},
year={2009},
pages={480-483},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0002322704800483},
isbn={978-989-674-014-6},
}


in EndNote Style

TY - CONF
JO - Proceedings of the International Joint Conference on Computational Intelligence - Volume 1: ICNC, (IJCCI 2009)
TI - BRAIN CENTERS MODEL AND ITS APPLICATIONS TO EEG ANALYSIS
SN - 978-989-674-014-6
AU - Gorbunov I.
AU - Semenov P.
PY - 2009
SP - 480
EP - 483
DO - 10.5220/0002322704800483