Analysis of Wide and Deep Echo State Networks for Multiscale Spatiotemporal Time Series Forecasting

no code implementations • 1 Jul 2019 • Zachariah Carmichael, Humza Syed, Dhireesha Kudithipudi

Echo state networks are computationally lightweight reservoir models inspired by the random projections observed in cortical circuitry.

Time Series Time Series Forecasting

Mod-DeepESN: Modular Deep Echo State Network

no code implementations • 1 Aug 2018 • Zachariah Carmichael, Humza Syed, Stuart Burtner, Dhireesha Kudithipudi

Neuro-inspired recurrent neural network algorithms, such as echo state networks, are computationally lightweight and thereby map well onto untethered devices.

Time Series Time Series Prediction