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Optimal Centered Active Excitation in Linear System Identification

Ito, Kaito et al.
arXiv (All) · Papers
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machine-learningoptimization-and-controlsystems-and-control
We propose an active learning algorithm for linear system identification with optimal centered noise excitation. Notably, our algorithm, based on ordinary least squares and semidefinite programming, attains the minimal sample complexity while allowing for efficient computation of an estimate of a sy
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