4 citations · 8 across the 8 of their papers we have counts for
3 papers · 1 filter
Structuring Multiple Simple Cycle Reservoirs with Particle Swarm Optimization
Ziqiang Li, Robert Simon Fong, Kantaro Fujiwara +2
Reservoir Computing (RC) is a time-efficient computational paradigm derived from Recurrent Neural Networks (RNNs). The Simple Cycle Reservoir (SCR) is an RC model that stands out f…
Linear Simple Cycle Reservoirs at the edge of stability perform Fourier decomposition of the input driving signals
Robert Simon Fong, Boyu Li, Peter Tino
This paper explores the representational structure of linear Simple Cycle Reservoirs (SCR) operating at the edge of stability. We view SCR as providing in their state space feature…
Simple Cycle Reservoirs are Universal
Boyu Li, Robert Simon Fong, Peter Tiňo
Reservoir computation models form a subclass of recurrent neural networks with fixed non-trainable input and dynamic coupling weights. Only the static readout from the state space…