Residual dependency estimation of independent components applied to EEG event related potentials associated with emotional processing

Annual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings

Volumn , Issue , 2007, Pages 3860-3863

  Milanesi, M ^a,b   James, C J ^a,c   Gemignani, A ^b   Menicucci, D ^b   Ghelarducci, B ^b   Landini, L ^b  

^a IEEE

^b UNIVERSITY OF PISA   (Italy)

^c UNIVERSITY OF SOUTHAMPTON   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

DATA REDUCTION; INDEPENDENT COMPONENT ANALYSIS; NUMERICAL METHODS; PARAMETER ESTIMATION; PHYSIOLOGY;

EMOTIONAL PROCESSING; EXPLORATORY METHOD; RESIDUAL DEPENDENCY ESTIMATION;

ELECTROENCEPHALOGRAPHY;

ARTICLE; BIOLOGICAL MODEL; BRAIN CORTEX; ELECTROENCEPHALOGRAPHY; EMOTION; HUMAN; PHYSIOLOGY; SIGNAL PROCESSING;

CEREBRAL CORTEX; ELECTROENCEPHALOGRAPHY; EMOTIONS; HUMANS; MODELS, BIOLOGICAL; SIGNAL PROCESSING, COMPUTER-ASSISTED;

EID: 57649192434     PISSN: 05891019     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IEMBS.2007.4353175     Document Type: Conference Paper

References (12)

1. H. T. Schupp, M. Junghofer, A. I. Weike, A. O. Hamm, "The selective processing of briefly presented affective pictures: An ERP analysis," Psychology, 41, pp. 441-449, 2004.
2. J. Konorski, Integrative activity of the brain: An interdisciplinary approach, Chicago: University of Chicago Press, 1967.
3. P. L. Lang, M. M. Bradley, B. N. Cuthbert, International affective motivation system (IAPS): Technical manual and affective ratings, Gainesville, FL: The Center for research in psychophysiology, 1999.
4. A. Hyvarinën, J. Karhunen, E. Oja, Indpedent component analysis, New York: Wiley-Interscience, 2001.
5. S. Makeig, A.J. Bell, T.-P. Jung, and T.-J. Sejnowski., "Independent component analysis of electroencephalographic data", Advances in Neural Information Processing Systems, 8, pp. 145-151, 1996.
6. C.J. James, C. W. Hesse, Independent Component Analysis for Biomedical Signals, Physiological Measurement, 26, R15-R39, 2005
7. H. Stögbauer, A. Kraskov, S. A. Astakhov, P. Grassberger, "Least dependent component analysis based on mutual information," Physical Review E, 70, 066123, 2004
8. J. Himberg, A. Hyvarinen, "Icasso: software for investigating the reliability of ICA estimates by clustering and visualization," In Proc. IEEE Workshop on Neural Networks for Signal Processing (NNSP2003), pp 259-268, Toulouse, France, 2003
9. J. H. Ward Jr, "Hierarchical grouping to optimize an objective function," Journal of America Statistical Association, 58, pp. 236-244, 1963.
10. H. Hyvarinën, P. O. Hoyer, M. Inki, "Topographic independent component analysis," Neural Computation, 13, pp.1527-1558, 2001.
11. P. J. Rousseeuw, "Silhouettes: a graphical aid to the interpretation and validation of cluster analysis," Journal of Computational Applications in Math, 20, pp. 53-65, 1987.
12. C.J. James, O.J. Gibson, "Temporally constrained ICA: an application to artifact rejection in electromagnetic brain signal analysis," IEEE Trans Biomed Eng, 50(9), pp. 1108-1116, 2003.