| Abstract
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<p>In this paper an architecture bas … <p>In this paper an architecture based on the anatomical structure of the emotional network in the brain of mammalians is applied as a prediction model for chaotic time series studies. The architecture is called BELRFS, which stands for: Brain Emotional Learning-based Recurrent Fuzzy System. It adopts neuro-fuzzy adaptive networksto mimic the functionality of brain emotional learning. In particular, the model is investigated to predict space storms, since the phenomenon has been recognized as a threat to critical infrastructure in modern society. To evaluate the performance of BELRFS, three benchmark time series: Lorenz time series, sunspot number time series and Auroral Electrojet (AE) index. The obtained results of BELRFS are compared with Linear Neuro-Fuzzy (LNF) with the Locally Linear Model Tree algorithm (LoLiMoT). The results indicate that the suggested model outperforms most of data driven models in terms of prediction accuracy.</p>in terms of prediction accuracy.</p>
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| Author
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Mahboobeh Parsapoor +
, Urban Bilstrup +
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| DOI
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http://dx.doi.org/10.1504/IJRIS.2013.057273 +
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| Diva
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http://hh.diva-portal.org/smash/record.jsf?searchId=1&pid=diva2:691068
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| EndPage
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126 +
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| Issue
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2 +
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| Journal
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International Journal of Reasoning-based Intelligent Systems +
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| PublicationType
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Journal Paper +
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| Publisher
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InderScience Publishers +
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| StartPage
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113 +
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| Title
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Chaotic Time Series Prediction Using Brain Emotional Learning Based Recurrent Fuzzy System (BELRFS) +
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| Volume
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5 +
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| Year
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2013 +
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| Has queryThis property is a special property in this wiki.
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Publications:Chaotic Time Series Prediction Using Brain Emotional Learning Based Recurrent Fuzzy System (BELRFS) +
, Publications:Chaotic Time Series Prediction Using Brain Emotional Learning Based Recurrent Fuzzy System (BELRFS) +
, Publications:Chaotic Time Series Prediction Using Brain Emotional Learning Based Recurrent Fuzzy System (BELRFS) +
, Publications:Chaotic Time Series Prediction Using Brain Emotional Learning Based Recurrent Fuzzy System (BELRFS) +
, Publications:Chaotic Time Series Prediction Using Brain Emotional Learning Based Recurrent Fuzzy System (BELRFS) +
, Publications:Chaotic Time Series Prediction Using Brain Emotional Learning Based Recurrent Fuzzy System (BELRFS) +
, Publications:Chaotic Time Series Prediction Using Brain Emotional Learning Based Recurrent Fuzzy System (BELRFS) +
, Publications:Chaotic Time Series Prediction Using Brain Emotional Learning Based Recurrent Fuzzy System (BELRFS) +
, Publications:Chaotic Time Series Prediction Using Brain Emotional Learning Based Recurrent Fuzzy System (BELRFS) +
, Publications:Chaotic Time Series Prediction Using Brain Emotional Learning Based Recurrent Fuzzy System (BELRFS) +
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| Categories |
Publication +
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| Modification dateThis property is a special property in this wiki.
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26 June 2014 03:43:12 +
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