Statistical Learning for Dynamical Systems

Project Information

STALDYS

Grant agreement ID: 792919

DOI

10.3030/792919

Project closed

EC signature date 6 April 2018

Start date 1 February 2019

End date 4 March 2021

Funded under

• EXCELLENT SCIENCE - Marie Skłodowska-Curie Actions

Total cost

€ 183 454,80

EU contribution

€ 183 454,80

Coordinated by

IMPERIAL COLLEGE OF SCIENCE TECHNOLOGY AND MEDICINE
United Kingdom

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Publications

Book chapters (1)

Greedy Kernel Methods for Center Manifold Approximation

Author(s): Bernard Haasdonk, Boumediene Hamzi, Gabriele Santin, Dominik Wittwar
Published in: Spectral and High Order Methods for Partial Differential Equations ICOSAHOM 2018 - Selected Papers from the ICOSAHOM Conference, London, UK, July 9-13, 2018, Issue 134, 2020, Page(s) 95-106, ISBN 978-3-030-39646-6
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-39647-3_6

Peer reviewed articles (5)

Dimensionality Reduction of Complex Metastable Systems via Kernel Embeddings of Transition Manifolds

Author(s): Bittracher, Andreas; Klus, Stefan; Hamzi, Boumediene; Koltai, Péter; Schütte, Christof
Published in: Journal of Nonlinear Science, Issue 2, 2020, ISSN 0938-8974
Publisher: Springer Verlag
DOI: 10.17169/refubium-29149

Learning dynamical systems from data: A simple cross-validation perspective, part I: Parametric kernel flows

Author(s): Boumediene Hamzi, Houman Owhadi
Published in: Physica D: Nonlinear Phenomena, Issue 421, 2021, Page(s) 132817, ISSN 0167-2789
Publisher: Elsevier BV
DOI: 10.1016/j.physd.2020.132817

Dimensionality Reduction of Complex Metastable Systems via Kernel Embeddings of Transition Manifolds

Author(s): Andreas Bittracher, Stefan Klus, Boumediene Hamzi, Péter Koltai, Christof Schütte
Published in: Journal of Nonlinear Science, Issue 31/1, 2021, ISSN 0938-8974
Publisher: Springer Verlag
DOI: 10.1007/s00332-020-09668-z

Kernel-Based Approximation of the Koopman Generator and Schrödinger Operator

Author(s): Stefan Klus, Feliks Nüske, Boumediene Hamzi
Published in: Entropy, Issue 22/7, 2020, Page(s) 722, ISSN 1099-4300
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/e22070722

Entropy for Practical Stabilization

Author(s): Fritz Colonius, Boumediene Hamzi
Published in: SIAM Journal on Control and Optimization, Issue 59/3, 2021, Page(s) 2195-2222, ISSN 0363-0129
Publisher: Society for Industrial and Applied Mathematics
DOI: 10.1137/20m1367775

Other (3)

Entropy for practical stabilization

Author(s): F. Colonius and B. Hamzi
Published in: SIAM Journal of Control and Optimization, 2021
Publisher: SIAM

Kernel Methods for Center Manifold Approximation and a Data-Based Version of the Center Manifold Theorem

Author(s): B. Haasdonk, B. Hamzi, G. Santin and D. Wittwar
Published in: Physica D, 2021
Publisher: Elsevier

Data-driven geophysical forecasting: Simple, low-cost, and accurate baselines with kernel methods

Author(s): Hamzi, Boumediene; Maulik, Romit; Owhadi, Houman
Published in: Issue 1, 2021
Publisher: Arxiv
DOI: 10.13140/rg.2.2.28504.21761