101 citations · 312 across the 33 of their papers we have counts for
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cs.LG2017★ 78 cited
Learning Koopman Invariant Subspaces for Dynamic Mode Decomposition
Naoya Takeishi, Yoshinobu Kawahara, Takehisa Yairi
Spectral decomposition of the Koopman operator is attracting attention as a tool for the analysis of nonlinear dynamical systems. Dynamic mode decomposition is a popular numerical…
math.DS2017★ 101 cited
Subspace dynamic mode decomposition for stochastic Koopman analysis
Naoya Takeishi, Yoshinobu Kawahara, Takehisa Yairi
The analysis of nonlinear dynamical systems based on the Koopman operator is attracting attention in various applications. Dynamic mode decomposition (DMD) is a data-driven algorit…