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      Clustering Algorithms in Echo State Networks

      Ashour, Wesam M.; Abu-Issa, Abdallatif S; Hellwich, Olaf (Science and Engineering Research Support Society, 2016)
      In this work, we develop a new method of setting the input to reservoir and reservoir to reservoir weights in echo state machines. We use a clustering technique which we have previously developed as a pre-processing stage ...
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      Visualising Data Using Reservoir with Clustering

      Ashour, Wesam M.; Fyfe, Colin (Science and Engineering Research Support Society, 2013)
      In this paper we illustrate a new method of visualizing and projecting time series data using reservoir computing with clustering algorithms. We show the advantages of using clustering with reservoir to visualize data. ...