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Techn. rep. GMD 148, Bremen: German National Research Center for Information Technology."},{"key":"ref30","doi-asserted-by":"crossref","first-page":"2531","DOI":"10.1162\/089976602760407955","article-title":"Real-time computing without stable states: A new framework for neural computation based on perturbations","volume":"14","author":"W Maass","year":"2002","journal-title":"Neural Comput"},{"key":"ref31","article-title":"Nonautonomous dynamical systems","author":"PE Kloeden","year":"2011","journal-title":"AMS Bookstore"},{"key":"ref32","doi-asserted-by":"crossref","unstructured":"Kloeden PE, P\u00f6tzsche C, Rasmussen M (2013) Discrete-time nonautonomous dynamical systems. In: Johnson R, Pera M, editors. Stability and Bifurcation Theory for Non-Autonomous Differential Equations. Springer. pp. 35\u2013102.","DOI":"10.1007\/978-3-642-32906-7_2"},{"key":"ref33","doi-asserted-by":"crossref","unstructured":"Cover TM, Thomas JA (2006) Elements of information theory. 2nd edition. 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