Modeling neural plasticity in echo state networks for time series prediction
Yusoff M-H, Jin Y (2014)
In: 2014 14th UK Workshop on Computational Intelligence (UKCI). IEEE: 1-7.
Konferenzbeitrag
| Veröffentlicht | Englisch
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Autor*in
Yusoff, Mohd-Hanif;
Jin, YaochuUniBi 
Abstract / Bemerkung
In this paper, we investigate the influence of neural plasticity on the learning performance of echo state networks (ESNs) and supervised learning algorithms in training readout connections for two time series prediction problems including the sunspot time series and the Mackey Glass chaotic system. We implement two different plasticity rules that are expected to improve the prediction performance, namely, anti-Oja learning rule and the Bienenstock-Cooper-Munro (BCM) learning rule combined with both offline and online learning of the readout connections. Our experimental results have demonstrated that the neural plasticity can more significantly enhance the learning in offline learning than in online learning.
Erscheinungsjahr
2014
Titel des Konferenzbandes
2014 14th UK Workshop on Computational Intelligence (UKCI)
Seite(n)
1-7
Konferenz
2014 14th UK Workshop on Computational Intelligence (UKCI)
Konferenzort
Bradford, UK
eISBN
978-1-4799-5538-1
Page URI
https://pub.uni-bielefeld.de/record/2978552
Zitieren
Yusoff M-H, Jin Y. Modeling neural plasticity in echo state networks for time series prediction. In: 2014 14th UK Workshop on Computational Intelligence (UKCI). IEEE; 2014: 1-7.
Yusoff, M. - H., & Jin, Y. (2014). Modeling neural plasticity in echo state networks for time series prediction. 2014 14th UK Workshop on Computational Intelligence (UKCI), 1-7. IEEE. https://doi.org/10.1109/UKCI.2014.6930163
Yusoff, Mohd-Hanif, and Jin, Yaochu. 2014. “Modeling neural plasticity in echo state networks for time series prediction”. In 2014 14th UK Workshop on Computational Intelligence (UKCI), 1-7. IEEE.
Yusoff, M. - H., and Jin, Y. (2014). “Modeling neural plasticity in echo state networks for time series prediction” in 2014 14th UK Workshop on Computational Intelligence (UKCI) (IEEE), 1-7.
Yusoff, M.-H., & Jin, Y., 2014. Modeling neural plasticity in echo state networks for time series prediction. In 2014 14th UK Workshop on Computational Intelligence (UKCI). IEEE, pp. 1-7.
M.-H. Yusoff and Y. Jin, “Modeling neural plasticity in echo state networks for time series prediction”, 2014 14th UK Workshop on Computational Intelligence (UKCI), IEEE, 2014, pp.1-7.
Yusoff, M.-H., Jin, Y.: Modeling neural plasticity in echo state networks for time series prediction. 2014 14th UK Workshop on Computational Intelligence (UKCI). p. 1-7. IEEE (2014).
Yusoff, Mohd-Hanif, and Jin, Yaochu. “Modeling neural plasticity in echo state networks for time series prediction”. 2014 14th UK Workshop on Computational Intelligence (UKCI). IEEE, 2014. 1-7.
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