A local Echo State Property through the largest Lyapunov exponent.
basic_science · Level V
Where this comes from
- Record sourced from PubMed, PMID 26849424.
- Also identified by DOI 10.1016/j.neunet.2015.12.013.
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Abstract
Echo State Networks are efficient time-series predictors, which highly depend on the value of the spectral radius of the reservoir connectivity matrix. Based on recent results on the mean field theory of driven random recurrent neural networks, enabling the computation of the largest Lyapunov exponent of an ESN, we develop a cheap algorithm to establish a local and operational version of the Echo State Property.
Medical subject headings
- Neural Networks, Computer