Stefan Klus

Available identifiers

List of research outcomes

Publication	Date of Publication	Type
Overcoming the timescale barrier in molecular dynamics: Transfer operators, variational principles and machine learning	2023-09-12	Paper
Existence and Uniqueness of Solutions of the Koopman--von Neumann Equation on Bounded Domains	2023-06-23	Paper
Koopman analysis of quantum systems*	2022-12-01	Paper
Koopman-based spectral clustering of directed and time-evolving graphs	2022-11-11	Paper
Koopman-based spectral clustering of directed and time-evolving graphs	2022-04-06	Paper
Data-driven approximation of the Koopman generator: model reduction, system identification, and control	2022-03-17	Paper
Tensor-based computation of metastable and coherent sets	2022-02-21	Paper
Koopman analysis of quantum systems	2022-01-28	Paper
Deeptime: a Python library for machine learning dynamical models from time series data	2021-10-28	Paper
Dimensionality reduction of complex metastable systems via kernel embeddings of transition manifolds	2021-04-29	Paper
Symmetric and antisymmetric kernels for machine learning problems in quantum physics and chemistry	2021-03-31	Paper
Data-driven model reduction of agent-based systems using the Koopman generator	2020-12-14	Paper
Feedback control of nonlinear PDEs using data-efficient reduced order models based on the Koopman operator	2020-11-19	Paper
Singular Value Decomposition of Operators on Reproducing Kernel Hilbert Spaces	2020-11-09	Paper
On the equivariance properties of self-adjoint matrices	2020-07-14	Paper
Kernel-based approximation of the Koopman generator and Schr\"odinger operator	2020-05-27	Paper
Kernel Autocovariance Operators of Stationary Processes: Estimation and Convergence	2020-04-02	Paper
Eigendecompositions of transfer operators in reproducing kernel Hilbert spaces	2020-03-05	Paper
Continuous relaxations for the traveling salesman problem	2020-02-18	Paper
Kernel methods for detecting coherent structures in dynamical data	2020-02-03	Paper
Learning Chemical Reaction Networks from Trajectory Data	2020-01-03	Paper
Koopman operator-based model reduction for switched-system control of PDEs	2019-12-19	Paper
Diffusion maps tailored to arbitrary non-degenerate Itô processes	2019-12-05	Paper
A spectral assignment approach for the graph isomorphism problem	2019-11-07	Paper
Multidimensional approximation of nonlinear dynamical systems	2018-09-07	Paper
Tensor-based dynamic mode decomposition	2018-07-23	Paper
Data-driven model reduction and transfer operator approximation	2018-07-20	Paper
Transition manifolds of complex metastable systems. Theory and data-driven computation of effective dynamics	2018-04-16	Paper
Koopman Operator-Based Finite-Control-Set Model Predictive Control for Electrical Drives	2018-04-03	Paper
Nearest-neighbor interaction systems in the tensor-train format	2017-12-15	Paper
https://portal.mardi4nfdi.de/entity/Q4597502	2017-12-13	Paper
Transition manifolds of complex metastable systems: Theory and data-driven computation of effective dynamics	2017-04-28	Paper
Towards tensor-based methods for the numerical approximation of the Perron-Frobenius and Koopman operator	2017-04-25	Paper
Sensing and control in symmetric networks	2017-03-30	Paper
A Set-Oriented Numerical Approach for Dynamical Systems with Parameter Uncertainty	2017-02-07	Paper
On the numerical approximation of the Perron-Frobenius and Koopman operator	2016-10-31	Paper
Signal-Flow Based Runge-Kutta Methods for the Simulation of Complex Networks	2015-04-24	Paper
An efficient algorithm for the parallel solution of high-dimensional differential equations	2011-03-14	Paper

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This page was built for person: Stefan Klus