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International Conference on Artificial Neural Networks

ICANN 1997: Artificial Neural Networks — ICANN'97 pp 607–612Cite as

ARTMAP-DS: pattern discrimination by discounting similarities

  • Part IV:Signal Processing: Blind Source Separation, Vector Quantization, and Self Organization
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Part of the book series: Lecture Notes in Computer Science ((LNCS,volume 1327))

Abstract

ARTMAP-DS extends fuzzy ARTMAP to discriminate between similar inputs by discounting similarities. When two or more candidate category representations are activated by a given input, features that the candidate representations have in common are ignored prior to determining the winning category. Simulations illustrate the network's ability to recognize similar inputs, such as STAR and START, in a noisy environment.

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References

  • Carpenter, G. A., Grossberg, S., Markuzon, N., Reynolds, J. H., & Rosen, D. B. (1992). Fuzzy ARTMAP: A neural network architecture for incremental supervised learning of analog multidimensional maps. IEEE Transactions on Neural Networks, 3,698–713.

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  • Carpenter, G. A., Grossberg, S., & Rosen, D. B. (1991). Fuzzy ART: Fast stable learning and categorization of analog patterns by an adaptive resonance system. Neural Networks, 4, 759–771.

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  • Carpenter, G. A., & Wilson, F. D. M. (1997). Segmentation-ART: A neural network for word recognition from continuous speech. In preparation.

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  • Grossberg, S. (1978). A theory of human memory: self-organization and performance of sensory-motor codes, maps and plans. Progress in Theoretical, Biology, 5, 233–374.

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  • Wilson, F. D. M. (1996). Neural networks for noise-tolerant category discrimination with application to continuous speech segmentation. Ph.D. thesis, Boston, MA: Boston University.

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Author information

Authors and Affiliations

  1. Boston University, MA 02215, Boston, USA

    Gail A. Carpenter

  2. Raytheon Company, MA 01752, Marlborough, USA

    Frank D. M. Wilson

Authors
  1. Gail A. Carpenter
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  2. Frank D. M. Wilson
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Editor information

Wulfram Gerstner Alain Germond Martin Hasler Jean-Daniel Nicoud

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© 1997 Springer-Verlag Berlin Heidelberg

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Carpenter, G.A., Wilson, F.D.M. (1997). ARTMAP-DS: pattern discrimination by discounting similarities. In: Gerstner, W., Germond, A., Hasler, M., Nicoud, JD. (eds) Artificial Neural Networks — ICANN'97. ICANN 1997. Lecture Notes in Computer Science, vol 1327. Springer, Berlin, Heidelberg. https://doi.org/10.1007/BFb0020221

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  • DOI: https://doi.org/10.1007/BFb0020221

  • Published:

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-63631-1

  • Online ISBN: 978-3-540-69620-9

  • eBook Packages: Springer Book Archive

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