Summary
2011 International Symposium on Nonlinear Theory and Its Applications
2011
Session Number:B3L-B
Session:
Number:B3L-B3
Single delay element as a computational unit
L. Appeltant, M.C. Soriano, G. Van der Sande, J. Danckaert, S. Massar, J. Dambre, B. Schrauwen, C.R. Mirasso, I. Fischer,
pp.468-471
Publication Date:2011/9/4
Online ISSN:2188-5079
Summary:
We propose a novel approach to implement reservoir computing, a processing concept in machine learning. We show that it is possible to replace a large network of interconnected nodes by only one single node with delayed feedback while maintaining processing power. We find that the dynamical behavior induced by delayed feedback fulfills the role of a temporal kernel suited for solving complex classification problems.