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Correction to “Gaussian Process Online Learning With a Sparse Data Stream” [Oct 20 5977-5984] | IEEE Journals & Magazine | IEEE Xplore

Correction to “Gaussian Process Online Learning With a Sparse Data Stream” [Oct 20 5977-5984]


Abstract:

A letter entitled “Gaussian Process Online Learning With a Sparse Data Stream” suggests an approach for extending the infinite-horizon Gaussian processes (IHGPs, [1]) to ...Show More

Abstract:

A letter entitled “Gaussian Process Online Learning With a Sparse Data Stream” suggests an approach for extending the infinite-horizon Gaussian processes (IHGPs, [1]) to deal with a sparse data stream. We point out that there is an error in differentiating the discrete algebraic Riccati equation (DARE), which significantly changes the results of the benchmarking study in a sense that the proposed approach using the solution of the Lyapunov equation does not show outperformance against the original IHGP. In this letter, we provide a correction with details and its consequential implication.
Published in: IEEE Robotics and Automation Letters ( Volume: 6, Issue: 2, April 2021)
Page(s): 429 - 430
Date of Publication: 29 December 2020

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