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.
Poincar´e,Les m´ ethodes nouvelles de la m´ ecanique c´ eleste, vol
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Nonparametric Sparse Online Learning of the Koopman Operator
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.