Full text
|
PDF
- Requires a PDF viewer, such as GSview, Xpdf or Adobe Acrobat Reader
Download (520kB) | Preview |
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.
Title: | On the Biological Plausibility of Artificial Metaplasticity |
---|---|
Author/s: |
|
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 |
|
PDF
- Requires a PDF viewer, such as GSview, Xpdf or Adobe Acrobat Reader
Download (520kB) | Preview |
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
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 |