Browse by Authors

2020

Melnyk, Kateryna and Klus, S. and Montavon, Grègoire and Conrad, T. O. F. (2020) Graph Kernel Koopman Embedding for Human Microbiome Analysis. Applied Network Science, 5 (96). ISSN 2364-8228

Banisch, R. and Trstanova, Z. and Bittracher, A. and Klus, S. and Koltai, P. (2020) Diffusion maps tailored to arbitrary non-degenerate Ito processes. Applied and computational harmonic analysis, 48 (1). pp. 242-265. ISSN 1063-5203, 1096-603X

2019

Zhang, W. and Klus, S. and Conrad, T. O. F. and Schütte, Ch. (2019) Learning chemical reaction networks from trajectory data. SIAM Journal on Applied Dynamical Systems, 18 (4). ISSN 1536-0040

Klus, S. and Schuster, I. and Muandet, K. (2019) Eigendecompositions of Transfer Operators in Reproducing Kernel Hilbert Spaces. Journal of Nonlinear Science, 30 . pp. 283-315.

2018

Klus, S. and Gelß, P. and Peitz, S. and Schütte, Ch. (2018) Tensor-based dynamic mode decomposition. Nonlinearity, 31 (7). pp. 3359-3380. ISSN 0951-7715

Bittracher, A. and Koltai, P. and Klus, S. and Banisch, R. and Dellnitz, M. and Schütte, Ch. (2018) Transition manifolds of complex metastable systems: Theory and data-driven computation of effective dynamics. Journal of Nonlinear Science, 28 (2). pp. 471-512. ISSN 1432-1467 (online)

Klus, S. and Sahai, T. (2018) A spectral assignment approach for the graph isomorphism problem. Information and Inference: a Journal of the IMA, 7 (4). pp. 689-706.

Klus, S. and Nüske, F. and Koltai, P. and Wu, H. and Kevrekidis, I. and Schütte, Ch. and Noé, F. (2018) Data-driven model reduction and transfer operator approximation. Journal of Nonlinear Science, 28 (1). pp. 1-26.

Banisch, R. and Trstanova, Z. and Bittracher, A. and Klus, S. and Koltai, P. (2018) Diffusion maps tailored to arbitrary non-degenerate Itô processes. Applied and Computational Harmonic Analysis . ISSN 1063-5203 (In Press)

2017

Bittracher, A. and Koltai, P. and Klus, S. and Banisch, R. and Dellnitz, M. and Schütte, Ch. (2017) Transition manifolds of complex metastable systems: Theory and data-driven computation of effective dynamics. Journal of Nonlinear Science . pp. 1-42. ISSN 1432-1467 (online)

Gelß, P. and Klus, S. and Matera, S. and Schütte, Ch. (2017) Nearest-neighbor interaction systems in the tensor-train format. Journal of Computational Physics, 341 . pp. 140-162. ISSN 0021-9991

Dellnitz, M. and Klus, S. and Ziessler, A. (2017) A Set-Oriented Numerical Approach for Dynamical Systems with Parameter Uncertainty. SIAM Journal on Applied Dynamical Systems, 16 (1). pp. 120-138. ISSN 1536-0040

Wu, H. and Nüske, F. and Paul, F. and Klus, S. and Koltai, Péter and Noé, F. (2017) Variational Koopman models: slow collective variables and molecular kinetics from short off-equilibrium simulations. J. Chem. Phys., 146 . p. 154104.

2016

Klus, S. and Schütte, Ch. (2016) Towards tensor-based methods for the numerical approximation of the Perron-Frobenius and Koopman operator. Journal of Computational Dynamics . ISSN 2158-2491

Dellnitz, M. and Klus, S. (2016) Sensing and control in symmetric networks. Dynamical Systems. An International Journal . pp. 1-19. (Submitted)

Klus, S. and Koltai, P. and Schütte, Ch. (2016) On the numerical approximation of the Perron-Frobenius and Koopman operator. Journal of Computational Dynamics, 3 (1). pp. 51-79. ISSN 2158-2491

Klus, S. and Gelß, P. and Peitz, S. and Schütte, Ch. (2016) Tensor-based dynamic mode decomposition. SIAM Journal on Scientific Computing . ISSN ISSN 1064-8275 (print); 1095-7197 (electronic) (Submitted)