Koopman and Perron-Frobenius Operators on reproducing kernel Banach spaces
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| Format: | Preprint |
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2022
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| _version_ | 1866914653536256000 |
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| author | Ikeda, Masahiro Ishikawa, Isao Schlosser, Corbinian |
| author_facet | Ikeda, Masahiro Ishikawa, Isao Schlosser, Corbinian |
| contents | Koopman and Perron-Frobenius operators for dynamical systems have been getting popular in a number of fields in science these days. Properties of the Koopman operator essentially depend on the choice of function spaces where it acts. Particularly the case of reproducing kernel Hilbert spaces (RKHSs) draws more and more attention in data science. In this paper, we give a general framework for Koopman and Perron-Frobenius operators on reproducing kernel Banach spaces (RKBSs). More precisely, we extend basic known properties of these operators from RKHSs to RKBSs and state new results, including symmetry and sparsity concepts, on these operators on RKBS for discrete and continuous time systems. |
| format | Preprint |
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arxiv_https___arxiv_org_abs_2203_12231 |
| institution | arXiv |
| publishDate | 2022 |
| record_format | arxiv |
| spellingShingle | Koopman and Perron-Frobenius Operators on reproducing kernel Banach spaces Ikeda, Masahiro Ishikawa, Isao Schlosser, Corbinian Dynamical Systems 47B33 Koopman and Perron-Frobenius operators for dynamical systems have been getting popular in a number of fields in science these days. Properties of the Koopman operator essentially depend on the choice of function spaces where it acts. Particularly the case of reproducing kernel Hilbert spaces (RKHSs) draws more and more attention in data science. In this paper, we give a general framework for Koopman and Perron-Frobenius operators on reproducing kernel Banach spaces (RKBSs). More precisely, we extend basic known properties of these operators from RKHSs to RKBSs and state new results, including symmetry and sparsity concepts, on these operators on RKBS for discrete and continuous time systems. |
| title | Koopman and Perron-Frobenius Operators on reproducing kernel Banach spaces |
| topic | Dynamical Systems 47B33 |
| url | https://arxiv.org/abs/2203.12231 |