Combination of independent component analysis and feature extraction of ERP for level classification of sustained attention

2009 4th International IEEE/EMBS Conference on Neural Engineering, NER '09

Volumn , Issue , 2009, Pages 136-139

  Ghassemi, Farnaz ^a   Moradi, Mohammad Hasan ^a   Doust, Mahdi Tehrani ^b,c   Abootalebi, Vahid ^d  

^a AMIRKABIR UNIVERSITY OF TECHNOLOGY   (Iran)

^b UNIVERSITY OF TEHRAN   (Iran)

^c INSTITUTE FOR COGNITIVE SCIENCE STUDIES   (Iran)

^d YAZD UNIVERSITY   (Iran)

Author keywords

Event related potential; Independent component analysis; LDA classifier; Sustained attention

Indexed keywords

ATTENTION LEVEL; EVENT RELATED POTENTIAL; LDA CLASSIFIER; LDA CLASSIFIERS; PERFORMANCE TESTS; RECORDED SIGNALS; SUSTAINED ATTENTION; TEST DATA;

CLASSIFIERS; ENTERPRISE RESOURCE PLANNING; FEATURE EXTRACTION; LEARNING SYSTEMS;

INDEPENDENT COMPONENT ANALYSIS;

EID: 70350225550     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/NER.2009.5109253     Document Type: Conference Paper

References (13)

1. th ed. Vol. 1: Mc Grow Hill, 2000.
2. I. H. Robertson, T. Manly, J. Andrade, B. T. Baddeley, & J. Yiend, "Oops!: Performance correlates of everyday Attentional failures in traumatic brain injured and normal subjects." Neuropsychologia, 24(5), pp. 636-647, 1997.
3. B.S. Oken, M.C. Salinsky, & S.M. Elsas, "Vigilance, alertness, or sustained attention:physiological basis and measurement." Clinical Neurophysiology, 117, pp.1885-1901, 2006.
4. S. Makeig, M. Westerfield, J. Townsend, T-P. Jung, E. Courchesne, & T. J. Sejnowski, "Functionally independent components of the early event-related potential in a visual spatial attention task." Philosophical Transactions of the Royal Society: Biological, 1999. Vols. 354 1135-44.
5. Hyvarinen A., Karhunen J., Oja E., "Independent Component Analysis-Theory and Applications," John Wiely & Sons, 2001.
6. J. Onton, S. Makeig, "Information-Based Modeling of Event-Related Brain Dynamics, " Neuper & Klimesch (Eds.), Progress in Brain Research, Vol. 159, Ch. 7, 2006.
7. H. E. Rosvold, A. F. Mirsky, I. Sarason, E. D. Jr. Bransome, & L. K. Beck, "A continuous performance test of brain damage." Journal of Consulting Psychology, 20, 343-350, 1956.
8. E. Molteni, A. M. Bianchi, M. Butti, G. Reni, & C. Zucca, "Analysis of the dynamical behaviour of the EEG rhythms during a test of sustained attention," Proceedings of the 29th Annual International Conference of the IEEE EMBS Cité Internationale, Lyon, France August 23-26, 2007.
9. L. Zordan, M. Sarlo, & F. Stablum, "ERP components activated by the "GO!" and "WITHHOLD!" conflict in the random Sustained Attention to Response Task." Brain and Cognition, 66, pp. 57-64, 2008.
10. http://read.pudn.com/downloads86/sourcecode/math/333232/combi.m-.htm
11. J. Polich, "Updating P300: An integrative theory of P3a and P3b," Clinical Neurophysiology, 118, pp.2128-2148, 2007.
12. http://www.sccn.ucsd.edu/eeglab/
13. V. Abootalebi, M. Moradi, M. Khalilzadeh, A comparison of methods for ERP assessment in a P300-based GKT, International Journal of Psychophysiology, 62, pp.309-320, 2006.