Search Results for author: Humza Syed

Found 2 papers, 0 papers with code

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

no code implementations1 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 implementations1 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

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