no code implementations • 29 Oct 2020 • Amitava Banerjee, Joseph D. Hart, Rajarshi Roy, Edward Ott
To achieve this, we first train a type of machine learning system known as reservoir computing to mimic the dynamics of the unknown network.
no code implementations • 5 Dec 2019 • Amitava Banerjee, Jaideep Pathak, Rajarshi Roy, Juan G. Restrepo, Edward Ott
Our technique leverages the results of a machine learning process for short time prediction to achieve our goal.
no code implementations • 20 Nov 2014 • Subhrajit Roy, Amitava Banerjee, Arindam Basu
Compared to the parallel perceptron architecture trained by the p-delta algorithm, which is the state of the art in terms of performance of readout stages, our readout architecture and learning algorithm can attain better performance with significantly less synaptic resources making it attractive for VLSI implementation.