72 citations
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math.DS2023★ 72 cited
Selecting embedding delays: An overview of embedding techniques and a new method using persistent homology
Eugene Tan, Shannon Algar, Débora Corrêa +3
Delay embedding methods are a staple tool in the field of time series analysis and prediction. However, the selection of embedding parameters can have a big impact on the resulting…
math.DS2019★ 52 cited
Consistency in Echo-State Networks
Thomas Lymburn, Alexander Khor, Thomas Stemler +3
Consistency is an extension to generalized synchronization which quantifies the degree of functional dependency of a driven nonlinear system to its input. We apply this concept to…