Literature DB >> 16722187

A tighter bound for the echo state property.

Michael Buehner, Peter Young.   

Abstract

This letter provides a brief explanation of echo state networks (ESNs) and provides a rigorous bound for guaranteeing asymptotic stability of these networks. The stability bounds presented here could aid in the design of echo state networks that would be applicable to control applications where stability is required.

Mesh:

Year:  2006        PMID: 16722187     DOI: 10.1109/TNN.2006.872357

Source DB:  PubMed          Journal:  IEEE Trans Neural Netw        ISSN: 1045-9227


  7 in total

1.  Characterization of the non-stationary nature of steady-state visual evoked potentials using echo state networks.

Authors:  David Ibáñez-Soria; Aureli Soria-Frisch; Jordi Garcia-Ojalvo; Giulio Ruffini
Journal:  PLoS One       Date:  2019-07-05       Impact factor: 3.240

2.  Nonlinear system modeling with random matrices: echo state networks revisited.

Authors:  Bai Zhang; David J Miller; Yue Wang
Journal:  IEEE Trans Neural Netw Learn Syst       Date:  2012-01       Impact factor: 10.451

3.  Extending stability through hierarchical clusters in echo state networks.

Authors:  Sarah Jarvis; Stefan Rotter; Ulrich Egert
Journal:  Front Neuroinform       Date:  2010-07-07       Impact factor: 4.081

4.  Information processing capacity of dynamical systems.

Authors:  Joni Dambre; David Verstraeten; Benjamin Schrauwen; Serge Massar
Journal:  Sci Rep       Date:  2012-07-19       Impact factor: 4.379

5.  Tailoring Echo State Networks for Optimal Learning.

Authors:  Pau Vilimelis Aceituno; Gang Yan; Yang-Yu Liu
Journal:  iScience       Date:  2020-08-06

6.  Natural quantum reservoir computing for temporal information processing.

Authors:  Yudai Suzuki; Qi Gao; Ken C Pradel; Kenji Yasuoka; Naoki Yamamoto
Journal:  Sci Rep       Date:  2022-01-25       Impact factor: 4.379

7.  Neural networks within multi-core optic fibers.

Authors:  Eyal Cohen; Dror Malka; Amir Shemer; Asaf Shahmoon; Zeev Zalevsky; Michael London
Journal:  Sci Rep       Date:  2016-07-07       Impact factor: 4.379

  7 in total

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