On the Biological Plausibility of Artificial Metaplasticity

Andina de la Fuente, Diego (2011). On the Biological Plausibility of Artificial Metaplasticity. In: "4th International Work-Conference on the Interplay Between Natural and Artificial Computation, IWINAC 2011", 30/05/2011 - 03/06/2011, La Palma, Islas Canarias, España. ISBN 978-3-642-21343-4. pp. 119-128. https://doi.org/10.1007/978-3-642-21344-1_13.

Description

Title: On the Biological Plausibility of Artificial Metaplasticity
Author/s:
  • Andina de la Fuente, Diego
Item Type: Presentation at Congress or Conference (Unspecified)
Event Title: 4th International Work-Conference on the Interplay Between Natural and Artificial Computation, IWINAC 2011
Event Dates: 30/05/2011 - 03/06/2011
Event Location: La Palma, Islas Canarias, España
Title of Book: Proceedings of 4th International Work-Conference on the Interplay Between Natural and Artificial Computation, IWINAC 2011
Date: 2011
ISBN: 978-3-642-21343-4
Subjects:
Faculty: E.T.S.I. Telecomunicación (UPM)
Department: Señales, Sistemas y Radiocomunicaciones
Creative Commons Licenses: Recognition - No derivative works - Non commercial

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Abstract

The training algorithm studied in this paper is inspired by the biological metaplasticity property of neurons. Tested on different multidisciplinary applications, it achieves a more efficient training and improves Artificial Neural Network Performance. The algorithm has been recently proposed for Artificial Neural Networks in general, although for the purpose of discussing its biological plausibility, a Multilayer Perceptron has been used. During the training phase, the artificial metaplasticity multilayer perceptron could be considered a new probabilistic version of the presynaptic rule, as during the training phase the algorithm assigns higher values for updating the weights in the less probable activations than in the ones with higher probability

More information

Item ID: 13268
DC Identifier: http://oa.upm.es/13268/
OAI Identifier: oai:oa.upm.es:13268
DOI: 10.1007/978-3-642-21344-1_13
Official URL: http://link.springer.com/chapter/10.1007/978-3-642-21344-1_13
Deposited by: Memoria Investigacion
Deposited on: 28 Nov 2012 10:38
Last Modified: 26 Sep 2014 17:01
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