Abstract
We consider a model, proposed in [1], mimicking the self-organization between the tectum and the retina and being capable of establishing the topological maps. By performing the saturated attractor analysis [2, 3, 4], we first give the parameter region of the dynamics in which a specific configuration is an attractor of the dynamics. We prove that a parameter region in which only the topological map is an attractor of the dynamics does not exist. However by a reasonable and slight modification of the model, the existence of a parameter gap for the topological map is verified, which implies that the development of the topological maps in the modified model is independent of the initial value.
Similar content being viewed by others
Explore related subjects
Discover the latest articles, news and stories from top researchers in related subjects.References
D.J. Willshaw, C. von der Malsburg. A marker induction mechanism for the establishment of ordered neural mappings: Its application to the retinotectal problem,Phil. Trans. R. Soc. Lond. B, no. 287, pp. 203–243, 1979.
J. Feng, H. Pan. Analysis of Linsker-type Hebbian learning: Rigorous results,Proc. 1993 IEEE Int. Conf. on Neural Networks — San Francisco vol. III, pp. 1516–1521, Piscataway, NJ: IEEE.
J. Feng, H. Pan, V.P. Roychowdhury. A rigorous analysis of Linsker-type Hebbian learning. In G. Tesauro, D. S. Touretzky, T. K. Leen eds.,Advances in Neural Information Processing Systems, vol. 7, Cambridge MA: MIT Press, pp.319–326, 1995.
J. Feng, H. Pan, V. Roychowdhury.A rigorous analysis of Linsker's unsupervised Hebbian learning, Purdue University Technical Report TR-EE 95-12, 1995.
A.F. Häussler, C. von der Malsburg. Development of retinotopic projections — A analytical treatment,Journal of Theoretical Neurobiology, vol. 2, 47–73.
Author information
Authors and Affiliations
Rights and permissions
About this article
Cite this article
Feng, J. Establishment of topological maps — a model study. Neural Process Lett 2, 9–12 (1995). https://doi.org/10.1007/BF02309009
Issue Date:
DOI: https://doi.org/10.1007/BF02309009