Personal profile
Research interests
- Data-driven model reduction and transfer operator approximation
- Reproducing kernel Hilbert spaces and statistical learning theory
- System identification and control
- Molecular dynamics, fluid dynamics, and quantum mechanics
- Spectral graph theory
- Low-rank tensor decompositions
- Real-time simulation and high-performance computing
- Combinatorial optimization
External positions
Fellow, Free University of Berlin
1 Jul 2022 → 30 Jun 2026
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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SDG 3 Good Health and Well-being -
SDG 13 Climate Action
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Clustering time-evolving networks using the spatiotemporal graph Laplacian
Trower, M., Djurdjevac Conrad, N. & Klus, S., Jan 2025, In: Chaos. 35, 1, 013126.Research output: Contribution to journal › Article › peer-review
Open AccessFile2 Link opens in a new tab Citations (Scopus)103 Downloads (Pure) -
Continuous optimization methods for the graph isomorphism problem
Klus, S. & Gelß, P., Jun 2025, In: Information and Inference. 14, 2, iaaf011.Research output: Contribution to journal › Article › peer-review
Open AccessFile15 Downloads (Pure) -
Data-driven analysis of fine-scale badger movement in the UK
Furber, J. R., Delahay, R. J., Cox, R., Woodroffe, R., O’Hagan, M., Santitissadeekorn, N., Klus, S., Lo Iacono, G., Chambers, M. A. & Lloyd, D. J. B., 28 Aug 2025, In: PLOS Computational Biology. 21, 8, e1013372.Research output: Contribution to journal › Article › peer-review
Open AccessFile22 Downloads (Pure) -
Data-driven system identification using quadratic embeddings of nonlinear dynamics
Klus, S. & N’konzi, J.-P. N., Nov 2025, In: Physica D: Nonlinear Phenomena. 482, 134839.Research output: Contribution to journal › Article › peer-review
Open AccessFile1 Link opens in a new tab Citation (Scopus)20 Downloads (Pure) -
Learning dynamical systems from data: Gradient-based dictionary optimization
Tabish, M., Chada, N. K. & Klus, S., Nov 2025, In: Physica D: Nonlinear Phenomena. 481, 134822.Research output: Contribution to journal › Article › peer-review
Open AccessFile25 Downloads (Pure)