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Multichannel pattern recognition neural network

  • Plasticity Phenomena (Maturing, Learning & Memory)
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Part of the book series: Lecture Notes in Computer Science ((LNCS,volume 1606))

Abstract

The present work describes an improved version of MART (Multichannel ART), a neural network aimed at the adaptive recognition of multichannel patterns. As is habitual in ART networks, MART is directed at problems that require unsupervised learning, but it has a greater level of adaptability to the characteristics of the input patterns, selectively evaluating the different signal channels on which it operates and the classes learnt, modulating the discrimination capacity, and dynamically learning/forgetting classes with regard to their level of representativity.

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References

  1. Barro, S., Fernández-Delgado, M., Vila, J.A., Regueiro, C.V. and Sánchez, E.: An adaptive neural network for the classification of electrocardiographic patterns on multichannel ECG. IEEE Engineering in Medicine and Biology Magazine. Vol. 17, 1, (1998) 139–150.

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José Mira Juan V. Sánchez-Andrés

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© 1999 Springer-Verlag Berlin Heidelberg

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Fernández-Delgado, M., Presedo, J., Barro, S. (1999). Multichannel pattern recognition neural network. In: Mira, J., Sánchez-Andrés, J.V. (eds) Foundations and Tools for Neural Modeling. IWANN 1999. Lecture Notes in Computer Science, vol 1606. Springer, Berlin, Heidelberg. https://doi.org/10.1007/BFb0098230

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  • DOI: https://doi.org/10.1007/BFb0098230

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  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-66069-9

  • Online ISBN: 978-3-540-48771-5

  • eBook Packages: Springer Book Archive

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