Optimization and applications of echo state networks with leaky- integrator neurons


Standard echo state networks (ESNs) are built from simple additive units with a sigmoid activation function. Here we investigate ESNs whose reservoir units are leaky integrator units. Units of this type have individual state dynamics, which can be exploited in various ways to accommodate the network to the temporal characteristics of a learning task. We… (More)
DOI: 10.1016/j.neunet.2007.04.016

11 Figures and Tables



Citations per Year

518 Citations

Semantic Scholar estimates that this publication has 518 citations based on the available data.

See our FAQ for additional information.

  • Presentations referencing similar topics