79 citations · 183 across the 12 of their papers we have counts for
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cs.LG2022★ 1 cited
Emergence of a stochastic resonance in machine learning
Zheng-Meng Zhai, Ling-Wei Kong, Ying-Cheng Lai
Can noise be beneficial to machine-learning prediction of chaotic systems? Utilizing reservoir computers as a paradigm, we find that injecting noise to the training data can induce…
cs.LG2020★ 4 cited
Machine learning prediction of critical transition and system collapse
Ling-Wei Kong, Hua-Wei Fan, Celso Grebogi +1
To predict a critical transition due to parameter drift without relying on model is an outstanding problem in nonlinear dynamics and applied fields. A closely related problem is to…