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2024 1

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Nonparametric Sparse Online Learning of the Koopman Operator

stat.ML · 2024-05-13 · unverdicted · novelty 6.0

Develops a nonparametric sparse online algorithm to learn the Koopman operator iteratively via stochastic approximation with explicit complexity control and convergence guarantees in misspecified RKHS settings via conditional mean embeddings.

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  • Nonparametric Sparse Online Learning of the Koopman Operator stat.ML · 2024-05-13 · unverdicted · none · ref 36

    Develops a nonparametric sparse online algorithm to learn the Koopman operator iteratively via stochastic approximation with explicit complexity control and convergence guarantees in misspecified RKHS settings via conditional mean embeddings.