Model-free prediction of spatiotemporal dynamical systems with recurrent neural networks: Role of network spectral radius
Junjie Jiang, Ying‐Cheng Lai · Physical Review Research · 2019
This work reports on the emergence of an interval in the spectral radius of the neural network in which the prediction error is minimized. The phenomenon can be beneficial to the design of optimal reservoir computing, representing a step forward in understanding these machine-learning systems.