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cs.LG2021
Interpretable Design of Reservoir Computing Networks using Realization Theory
Wei Miao, Vignesh Narayanan, Jr-Shin Li
The reservoir computing networks (RCNs) have been successfully employed as a tool in learning and complex decision-making tasks. Despite their efficiency and low training cost, pra…
cs.LG2021★ 1 cited
Ensemble Recognition in Reproducing Kernel Hilbert Spaces through Aggregated Measurements
Wei Miao, Gong Cheng, Jr-Shin Li
In this paper, we study the problem of learning dynamical properties of ensemble systems from their collective behaviors using statistical approaches in reproducing kernel Hilbert…