A computational model for generation of the P300 evoked potential component

Journal of Integrative Neuroscience

Volumn 11, Issue 3, 2012, Pages 277-294

  Bonala, Bharat K ^a   Jansen, Ben H ^a  

^a UNIVERSITY OF HOUSTON   (United States)

Author keywords

auditory oddball; endogenous evoked potential; Neural modeling; P300

Indexed keywords

ARTICLE; ARTIFICIAL NEURAL NETWORK; AUDITORY STIMULATION; COMPUTER SIMULATION; ELECTROENCEPHALOGRAM; EVENT RELATED POTENTIAL; HEBBIAN LEARNING; HOPFIELD NEURAL NETWORK; MACHINE LEARNING; MATHEMATICAL COMPUTING; NEUROPSYCHOLOGICAL TEST; NOISE; ODDBALL PARADIGM; WORKING MEMORY;

ARTIFACTS; COMPUTER SIMULATION; EVENT-RELATED POTENTIALS, P300; EVOKED POTENTIALS, AUDITORY; HUMANS; LEARNING; MEMORY, SHORT-TERM; MODELS, NEUROLOGICAL; NEURAL NETWORKS (COMPUTER); PROBABILITY;

EID: 84866991791     PISSN: 02196352     EISSN: 1757448X     Source Type: Journal    
DOI: 10.1142/S0219635212500215     Document Type: Article

References (34)

1. Arsiero, M., Luscher, H.R., Lundstrom, B.N. & Giugliano, M. (2007) The impact of input fluctuations on the frequency-current relationships of layer 5 pyramidal neurons in the rat medial prefrontal cortex. J. Neurosci., 27, 3274-3284.
2. Baddeley, A.D. (2000) The episodic buffer: A new component of working memory? Trends Cogn. Sci., 4, 417-423.
3. Banquet, J.-P. & Grossberg, S. (1987) Probing cognitive processes through the structure of event related potentials during learning: An experimental and theoretical analysis. App. Opt., 26, 4931-4946.
4. Bonala, B., Kota, P., Sundaresan, K., Boutros, N.N. & Jansen, B.H. (2005) Auditory P300 differences between healthy and schizophrenic subjects revealed by single trial analysis. Proceedings of the 2nd International IEEE EMBS Conference on Neural Engineering.
5. Bonala, B., Boutros, N.N. & Jansen, B.H. (2008) Target probability affects the likelihood that a P300 will be generated in response to a target stimulus, but not its amplitude. Psychophysiology, 45, 93-99.
6. Castro, A. & Diaz, F. (2000) Effect of the relevance and position of the target stimuli on P300 and reaction time. Psychophysiology, 41, 43-52.
7. Croft, R.J., Gonzalvez, C.J., Gabriel, C. & Barry, R.J. (2003) Target-target interval versus probability effects on P300 in one- and two-tone tasks. Psychophysiology, 40, 322-328.
8. David, O., Harrison, L. & Friston, K.J. (2005) Modelling event-related responses in the brain. Neuroimage, 25, 756-770.
9. Donchin, E. (1979) Event-related potentials: A tool in the study of human information processing. In: H. Begleiter, ed. Evoked Brain Potentials and Behavior. New York: Plenum Press, pp. 13-75.
10. Donchin, E. & Coles, M.G.H. (1988) Is the P300 component a manifestation of context updating? Behav. Brain Sci., 11, 357-374.
11. Du, X. & Jansen, B.H. (2011) A neural network model of normal and abnormal auditory information processing. Neural Netw., 24, 568-574.
12. Duncan-Johnson, C.C. & Donchin, E. (1977) On quantifying surprise: The variation of eventrelated potentials with subjective probability. Psychophysiology, 14, 456-467.
13. Ford, J.M., White, P., Lim, K.O. & Pfefferbaum, A. (1994) Schizophrenics have fewer and smaller P300s: A single trial analysis. Biol. Psychiatr., 103, 35-96.
14. Freeman, W.J. (1987) Simulation of chaotic EEG patterns with a dynamic model of the olfactory system. Biol. Cybern., 56, 139-150.
15. Freeman, W.J. (1978) Models of the dynamics of neural populations. Clin. Neurophysiol., 34, 9-18.
16. Grossberg, S. (1978) A theory of human memory: Self organization and performance of sensory-motor codes, maps and plans, In: R. Rosen and F. Snell, eds. Progress in Theoretical Biology. New York: Academic Press, pp. 500-639.
17. Grossberg, S. (1980) How does a brain build a cognitive code? Psychol. Rev., 87, 1-51.
18. Grossberg, S. (1982) Processing of expected and unexpected events during conditioning and attention: A psychophysiological theory. Psychol. Rev., 89, 529-572.
19. Grossberg, S. & Versace, M. (2008) Spikes, synchrony, and attentive learning by laminar thalamocortical circuits. Brain Research, 1218, 278-312.
20. Hazy, T.E., Frank, M.J. & O'Reilly, R.C. (2006) Banishing the homunculus: Making working memory work. Neuroscience, 139, 105-118.
21. Higgs, M.H., Slee, S.J. & Spain, W.J. (2006) Diversity of gain modulation by noise in neocortical neurons: Regulation by the slow after hyperpolarization conductance. J. Neurosci., 26, 8787-8799.
22. Hopfield, J.J. (1982) Neural networks and physical systems with emergent, collective computational abilities. Proc. Natl. Acad. Sci. U.S.A., 8, 2254-2558.
23. Jansen, B.H., Zouridakis, G. & Brandt, M.E. (1992) A neurophysiologically-based mathematical model of flash visual evoked potentials. Biol. Cybern., 68, 275-283.
24. Jansen, B.H. & Rit, V.G. (1995) Electroencephalogram and visual evoked potential generation in a mathematical model of coupled cortical columns. Biol. Cybern., 73, 357-366.
25. Jasiukaitis, P. & Hakeram, G. (1988) The effect of prestimulus alpha activity on the P300. Psychophysiology, 25, 157-165.
26. Kutas, M., MacCarthy, G. & Donchin, E. (1977) Augmenting mental chronometry: The P300 as a measure of stimulus evaluation time. Science, 197, 792-795.
27. Lopez da Silva, F.H., Hoeks, A., Smits, H. & Zetterberg, L.H. (1974) Model of brain rhythmic activity: The alpha rhythm of the thalamus. Kybernetik, 15, 27-37.
28. Polich, J. (1990) P300, probability and inter-stimulus interval. Psychophysiology, 27, 396-403.
29. Polich, J. (2007) Updating P300: An integrative theory on P3a and P3b. Clin. Neurophysiol., 118, 2128-2148.
30. Pritchard, W.S., Psychophysiology of P300. Psychol. Bull., 89, 506-540.
31. Rennie, C.J., Robinson, P.A. & Wright, J.J. (2002) Unified neurophysical model of EEG spectra and evoked potentials. Biol. Cybern., 86, 457-471.
32. Squires, K.C., Wickens, C., Squires, N.K. & Donchin, E. (1975) The effect of stimulus sequence on the waveform of the cortical event-related potential. Science, 193, 1142-1145.
33. Squires, N.K., Squires, K.C. & Hillyard, S.A. (1975) Twp varieties of long-latency positive waves evoked by unpredictable auditory stimuli in man. Electroencephalogr. Clin. Neurophysiol., 38, 387-401.
34. Sutton, S., Braren, M., Zublin, J. & John, E.R. (1965) Evoked potential correlates of stimulus uncertainty. Science, 150, 1187-1188.