Classification of EEG signals represented by AR models for cognitive tasks - A neural network based method

SCS 2003 - International Symposium on Signals, Circuits and Systems, Proceedings

Volumn 2, Issue , 2003, Pages 441-444

  Maiorescu, V A ^a   Serban M ^a   Lazer A M ^b  

^a GHEORGHE ASACHI TECHNICAL UNIVERSITY OF IASI   (Romania)

^b GRIGORE T POPA UNIVERSITY OF MEDICINE AND PHARMACY   (Romania)

Author keywords

autoregressive model; classification; electroencephalogram; mental tasks; neural networks

Indexed keywords

CLASSIFICATION (OF INFORMATION); ELECTROENCEPHALOGRAPHY; FEEDFORWARD NEURAL NETWORKS; NEURAL NETWORKS; TOPOLOGY;

AR MODELS; AUTO REGRESSIVE MODELS; CLASSIFICATION RATES; COGNITIVE TASK; CROSS VALIDATION; EEG DATUM; EEG SIGNALS; MENTAL TASKS;

BIOMEDICAL SIGNAL PROCESSING;

EID: 84944446255     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/SCS.2003.1227084     Document Type: Conference Paper

References (7)

1. Charles W. Anderson web page: http://www.cs.colostate.edu/~anderson/.
2. Isaksson A., and Zetterberg L. H. "Computer Analysis of EEG Signals with Parametric Models", Proceedings of the IEEE, vol. 69, 1981, no. 4, 450-461.
3. Anderson C., Devulapalli S., and Stolz E. "EEG Signal Classification with Different Signal Representations". In Neural Networks for Signal Processing, ed. by F. Girosi, J. Makhoul, E. Manolakos, E. Wilson, IEEE Service Center, Piscataway, NJ, pp. 475-483, 1995.
4. Haykin S., "Adaptive Filter Theory", 4th ed., Prentice-Hall Inc., New Jersey, 2001.
5. Haykin S., "Neural Networks - A compresenhive Foundation", 2th ed., Prentice-Hall Inc., New Jersey, 1999.
6. Principe J. C., Euliano N. R., Curt Lefebvre W., "Neural and Adaptive Systems: Fundamentals trough Simulations", John Wiley & Sons, Inc., New York, 1999.
7. Anderson C., Stolz E., and Shamsunder S. "Multivariate Autoregressive Models for Classification of Spontaneous Electroencephalogram During Mental Tasks", IEEE Transactions on Biomedical Engineering, vol. 45, no. 3, pp. 277-286, 1998.