Publications DMP group

Journal Article (7)

Journal Article
Philipp, F.; Schaller, M.; Worthmann, K.; Peitz, S.; Nüske, F.: Error bounds for kernel-based approximations of the Koopman operator. Applied and Computational Harmonic Analysis 71, 101657 (2024)
Journal Article
Nateghi, V.; Manzi, M.: Machine learning methods for nonlinear dimensionality reduction of the thermospheric density field. Advances in Space Research 72 (10), pp. 4106 - 4114 (2023)
Journal Article
Nüske, F.; Klus, S.: Efficient Approximation of Molecular Kinetics using Random Fourier Features. The Journal of Chemical Physics 159 (7), 074105 (2023)
Journal Article
Nüske, F.; Peitz, S.; Philipp, F.; Schaller, M.; Worthmann, K.: Finite-data error bounds for Koopman-based prediction and control. Journal of Nonlinear Science 33, 14 (2023)
Journal Article
Yang, W.; Templeton, C.; Rosenberger, D.; Bittracher, A.; Nüske, F.; Noé, F.; Clementi, C.: Slicing and Dicing: Optimal Coarse-Grained Representation to Preserve Molecular Kinetics. ACS Central Science 9 (2), pp. 186 - 196 (2023)
Journal Article
Klus, S.; Nüske, F.; Peitz, S.: Koopman analysis of quantum systems. Journal of Physics A 55, 314002 (2022)
Journal Article
Lücke, M.; Nüske, F.: tgEDMD: Approximation of the Kolmogorov Operator in Tensor Train Format. Journal of Nonlinear Science 32, 44 (2022)

Conference Paper (1)

Conference Paper
Schaller, M.; Worthmann, K.; Philipp, F.; Peitz, S.; Nüske, F.: Towards reliable data-based optimal and predictive control using extended DMD. 12th IFAC Symposium on Nonlinear Control Systems NOLCOS 2022, Canberra, Australia, January 04, 2023 - January 06, 2023. IFAC-PapersOnLine 56 (1), pp. 169 - 174 (2023)

Preprint (4)

Philipp, F. M.; Schaller, M.; Boshoff, S.; Peitz, S.; Nüske, F.; Worthmann, K.: Extended Dynamic Mode Decomposition: Sharp bounds on the sample efficiency. (2024)
Philipp, F.; Schaller, M.; Worthmann, K.; Peitz, S.; Nüske, F.: Error analysis of kernel EDMD for prediction and control in the Koopman framework. (2023)
Peitz, S.; Harder, H.; Nüske, F.; Philipp, F.; Schaller, M.; Worthmann, K.: Partial observations, coarse graining and equivariance in Koopman operator theory for large-scale dynamical systems. (2023)
Berger, T.; Nüske, F.: Funnel Control for Langevin Dynamics. (2022)
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