Linear correlation-based learning models require a two-stage process for the development of orientation and ocular dominance

Neural Processing Letters

Volumn 3, Issue 1, 1996, Pages 31-37

  Piepenbrock, Christian ^a,b   Ritter, Helge ^a   Obermayer, Klaus ^b  

^a BIELEFELD UNIVERSITY   (Germany)

^b TECHNISCHE UNIVERSITÄT BERLIN   (Germany)

Author keywords

Cortical map formation; Hebbian learning; Models of development; Visual cortex

Indexed keywords

CELLS; COMPUTER SIMULATION; NEURAL NETWORKS; TISSUE; VISION;

CORTICAL MAP FORMATION; HEBBIAN LEARNING; LINEAR CORRELATION BASED LEARNING MODEL; MODELS OF DEVELOPMENT; VISUAL CORTEX;

LEARNING SYSTEMS;

EID: 0030122651     PISSN: 13704621     EISSN: None     Source Type: Journal    
DOI: 10.1007/BF00417787     Document Type: Article

References (10)

1. E. Erwin, K. Obermayr, and K. Schuiten, "Models of orientation and ocular dominance columns in the visual cortex: A critical comparison", Neural Computation, Vol. 7, pp. 425-468, 1995.
2. S. LeVay, T.N. Wiesel, and D. Hubel, "The development of ocular dominance columns in normal and visually deprived monkeys", Journal of Comparative Neurology, Vol. 191, pp. 1-51, 1980.
3. R. Linsker, "From basic network principles to neural architecture: Emergence of orientation columns", Proc. Natl. Acad. Sci. USA, Vol. 83, pp. 8779-8783, 1986.
4. K.D. Miller, "A model for the development of simple cell receptive fields and the ordered arrangements of orientation columns through activity-dependent competition between ON- and OFF-center inputs", Journal of Neuroscience, Vol. 14, pp. 409-441, 1994.
5. K.D. Miller, J.B. Keller, and M.P. Stryker, "Ocular dominance column development: Analysis and simulation", Science, Vol. 245, pp. 605-615, 1989.
6. K. Obermayer and G.G. Blasdel, "Geometry of orientation and ocular dominance columns in monkey striate cortex", Journal of Neuroscience, Vol. 13, pp. 4114-4129, 1993.
7. H.C. Pape and U.T. Eysel, "Binocular interactions in the laterial geniculate nucleus of the cat: Gabaergic inhibition reduced by dominant afferent activity", Experimental Brain Research, Vol. 61, pp. 265-71, 1986.
8. M. Stetter, A. Müller, and E.W. Lang, "Neural network model for the coordinated formation of orietnation preference and orientation selectivity maps", Physical Review E, Vol. 50, pp. 4167-4181, 1994.
9. T.N. Wiesel and D.H. Hubel, "Ordered arrangement of orientation columns in monkeys lacking visual experience", Journal of Comparative Neurology, Vol. 158, pp. 307-318, 1974.
10. R.O.L. Wong, M. Meister, and C.J. Shatz, "Transient period of correlated bursting activity during development of the mammalian retina", Neuron, Vol. 11, pp. 923-938, 1993.