Echo State Networks: implementation and applications

Echo State Networks: implementation and applications

Echo State Networks are a model used for supervised learning since the 2000s. This paper presents a theoretical analysis of the equations and behavior of Echo State Networks, a series of replicated experiments, the implementation of an R package for the use of Echo State Networks and some applicatio...

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Bibliographische Detailangaben
1. Verfasser: Martínez Sánchez, Alejandro
Format: Dissertation
Sprache:eng
Schlagworte:
Echo State Networks
Enginyeria de la telecomunicació
Neural Networks
Supervised Learning
Time- series forecasting
Àrees temàtiques de la UPC
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Beschreibung
Zusammenfassung:Echo State Networks are a model used for supervised learning since the 2000s. This paper presents a theoretical analysis of the equations and behavior of Echo State Networks, a series of replicated experiments, the implementation of an R package for the use of Echo State Networks and some application in the field of finance. Outgoing