633 citations · 1.1k across the 7 of their papers we have counts for
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nlin.AO2019
Using Machine Learning to Assess Short Term Causal Dependence and Infer Network Links
Amitava Banerjee, Jaideep Pathak, Rajarshi Roy +2
We introduce and test a general machine-learning-based technique for the inference of short term causal dependence between state variables of an unknown dynamical system from time…
eess.SP2019
Backpropagation Algorithms and Reservoir Computing in Recurrent Neural Networks for the Forecasting of Complex Spatiotemporal Dynamics
Pantelis R. Vlachas, Jaideep Pathak, Brian R. Hunt +4
We examine the efficiency of Recurrent Neural Networks in forecasting the spatiotemporal dynamics of high dimensional and reduced order complex systems using Reservoir Computing (R…