Abstract
This tutorial paper is an introduction to Kohonen’s self-organising neural maps. It discusses their operating principles, relationship to classical pattern recognition and outlines various applications.
This is a preview of subscription content, log in via an institution.
Buying options
Tax calculation will be finalised at checkout
Purchases are for personal use only
Learn about institutional subscriptionsPreview
Unable to display preview. Download preview PDF.
References
Kohonen T. Self-Organization and Associative Memory. Springer Verlag, Heidelberg, 1984
Kohonen T. Biol Cyb 1982; 44: 135–140
Cotterall M and Fort J C. Ann Inst Henri Poincare 1987; 23: 1–20
Tattersall G D, Linford P W and Linggard R. Brit Telecom Tech J 1988; 6: 140–163
Duda R O and Hart P E. Pattern Classification and Scene Analysis. Wiley, New York, 1973
Oja E. Int J Neural Systems 1989; 1: 61–68
Grossberg S. Cognitive Science 1987; 11: 23–63
Hecht-Nielson R. Counterpropagation networks. In Proc 1st int conf on neural networks. IEEE San Diego, 1988, pp 19–32
Naylor J and Feng Y. Analysis of a neural network algorithm for the vector quantization of speech parameters. In Proc 1st ann INNS meeting. Pergamon Press New York, 1988, p 310
Nasrabadi N M and Feng Y. Vector quantization of images based upon the Kohonen self-organising feature maps. In Proc 1st int conf on neural networks. IEEE San Diego, 1988, pp 1101–1108
Kohonen T. Speech recognition based on topology-preserving neural maps. In Aleksander I (ed) Neural computing architectures. North Oxford Academic London, 1989, pp 26–40
Tattersall G D. Neural map applications. In Aleksander I (ed) Neural computing architectures. North Oxford Academic London, 1989, pp 41–73
Johnson M J and Allinson N M. Digital realisation of self-organising maps. In Touretzky D S (ed) Advances in neural information processing systems. Morgan Kaufmann San Mateo, 1989, pp 728–738
Luckman A J and Allinson N M. Proc SPIE 1990; 1197: 68–75
Angeniol B, de la Croix Vaubois G and Texier J-Y. Neural Networks 1988; 1: 289–293
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 1992 Springer-Verlag London Limited
About this paper
Cite this paper
Allinson, N.M. (1992). Self-Organising Neural Maps and their Applications. In: Taylor, J.G., Mannion, C.L.T. (eds) Theory and Applications of Neural Networks. Perspectives in Neural Computing. Springer, London. https://doi.org/10.1007/978-1-4471-1833-6_4
Download citation
DOI: https://doi.org/10.1007/978-1-4471-1833-6_4
Publisher Name: Springer, London
Print ISBN: 978-3-540-19650-1
Online ISBN: 978-1-4471-1833-6
eBook Packages: Springer Book Archive