Boumediene Hamzi
Boumediene Hamzi
Department of Computing and Mathematical Sciences, Caltech & The Alan Turing Institute
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Zitiert von
Zitiert von
Learning dynamical systems from data: A simple cross-validation perspective, part I: Parametric kernel flows
B Hamzi, H Owhadi
Physica D: Nonlinear Phenomena 421 (132817), 2021
Analysis and control of Hopf bifurcations
B Hamzi, W Kang, JP Barbot
SIAM journal on control and optimization 42 (6), 2200-2220, 2004
Kernel Methods for the Approximation of Nonlinear Systems
J Bouvrie, B Hamzi
SIAM J. Control and Optimization, 2017
Ignored input dynamics and a new characterization of control Lyapunov functions
B Hamzi, L Praly
Automatica 37 (6), 831-841, 2001
Kernel-Based Approximation of the Koopman Generator and Schrödinger Operator
S Klus, F Nüske, B Hamzi
Entropy 22 (722), 2020
Approximation of Lyapunov functions from noisy data
P Giesl, B Hamzi, M Rasmussen, K Webster
Journal of Computational Dynamics, 2020
Nonlinear discrete-time control of systems with a Naimark–Sacker bifurcation
B Hamzi, JP Barbot, S Monaco, D Normand-Cyrot
Systems & control letters 44 (4), 245-258, 2001
The controlled center dynamics
B Hamzi, W Kang, AJ Krener
SIAM J. Multiscale Modeling & Simulation 3 (4), 838-852, 2005
Simple, low-cost and accurate data-driven geophysical forecasting with learned kernels
B Hamzi, R Maulik, H Owhadi
Proceedings of the Royal Society A 477 (2252), 20210326, 2021
Kernel methods for the approximation of some key quantities of nonlinear systems
J Bouvrie, B Hamzi
Journal of Computational Dynamics 4 (1), 2017
Dimensionality Reduction of Complex Metastable Systems via Kernel Embeddings of Transition Manifolds
A Bittracher, S Klus, B Hamzi, P Koltai, C Schütte
Journal of Nonlinear Science 31 (1), 1-41, 2021
Balanced reduction of nonlinear control systems in reproducing kernel Hilbert space
J Bouvrie, B Hamzi
2010 48th Annual Allerton Conference on Communication, Control, and …, 2010
Local modal participation analysis of nonlinear systems using Poincaré linearization
B Hamzi, E Abed
Nonlinear Dynamics 99 (1), 803–811, 2020
Kernel methods for center manifold approximation and a weak data-based version of the center manifold theorem
B Haasdonk, B Hamzi, G Santin, D Wittwar
Physica D: Nonlinear Phenomena 427, 133007, 2021
On the control of Hopf bifurcations
B Hamzi, W Kang, JP Barbot
Proceedings of the 39th IEEE Conference on Decision and Control (Cat. No …, 2000
Learning dynamical systems from data: a simple cross-validation perspective, part II: nonparametric kernel flows
M Darcy, B Hamzi, J Susiluoto, A Braverman, H Owhadi …, 2021
Greedy kernel methods for center manifold approximation
B Haasdonk, B Hamzi, G Santin, D Wittwar
Spectral and High Order Methods for Partial Differential Equations ICOSAHOM …, 2020
A characterization of normal forms for control systems
B Hamzi, JSW Lamb, D Lewis
Journal of Dynamical and Control Systems 21, 273-284, 2015
Empirical estimators for stochastically forced nonlinear systems: Observability, controllability and the invariant measure
J Bouvrie, B Hamzi
2012 American Control Conference (ACC), 4142-4148, 2012
Analyse et commande des systèmes non linéaires non commandables en première approximation dans le cadre de la théorie des bifurcations
B Hamzi
University of Paris Sud, Orsay, France, 2001
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