72 citations · 130 across the 4 of their papers we have counts for
4 papers · 1 filter
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…
Backpropagation on Dynamical Networks
Eugene Tan, Débora Corrêa, Thomas Stemler +1
Dynamical networks are versatile models that can describe a variety of behaviours such as synchronisation and feedback. However, applying these models in real world contexts is dif…
Characterisation of neonatal cardiac dynamics using ordinal partition network
Laurita dos Santos, Débora Corrêa, David Walker +3
The maturation of the autonomic nervous system (ANS) starts in the gestation period and it is completed after birth in a variable time, reaching its peak in adulthood. However, the…
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…