Person

Christian Fiedler

M. Sc.

Doktorand

Adresse

Kontakt

WorkPhone
Telefon: +49 241 80 92057
 

Ich bin aktuell Doktorand am Institut für Data Science im Maschinenbau (DSME). Meine Forschung befindet sich an der Schnittstelle zwischen maschinellem Lernen und Kontrolltheorie, der Schwerpunkt liegt dabei auf Lernmethoden mit rigorosen Garantien sowie der systematischen Verwendung von Vorwissen beim maschinellen Lernen im Bereich der Regelungstechnik.

Nach dem Abitur 2011 habe ich Mathematik mit Anwendungsfach Informatik an der Universität Bayreuth studiert und 2015 mit dem BSc abgeschlossen. Danach habe ich an der Technischen Universität München studiert (MSc in Mathematik 2019) sowie der University of Cambridge (MPhil in Computational Biology 2017). Während meiner Studien wurde ich dankenswerterweise durch das Max Weber-Programm Bayern gefördert. Ab September 2019 war ich Doktorand in der Intelligent Control Systems Gruppe am Max Planck-Institut für Intelligente Systeme (Stuttgart) sowie Associate Scholar bei IMPRS-IS und wissenschaftlicher Mitarbeiter am Lehrstuhl für Mathematische Systemtheorie an der Universität Stuttgart. Im Januar 2021 bin ich an das Institut für Data Science im Maschinenbau (DSME) an der RWTH Aachen gewechselt.

Vorträge:

12/02/2020 SimTech Graduate Seminar on The Mathematics of Gaussian Processes in Control
14/02/2020 SimTech PN4 Meeting
09/10/2020 SimTech PN4 Meeting

Lehre:

WS 2013/2014 Hiwi für Statistische Methoden I, Universität Bayreuth
SS 2014 Hiwi für Statistische Methoden II, Universität Bayreuth

 

Publikationen

Quelle Autor(en)
[Preprint]
Automatic nonlinear MPC approximation with closed-loop guarantees, 2023
[DOI: 10.48550/arXiv.2312.10199]
Tokmak, Abdullah
Fiedler, Christian
Zeilinger, Melanie N.
Trimpe, Johann Sebastian
Köhler, Johannes
[Fachzeitschriftenartikel]
Mean-Field Limits for Discrete-Time Dynamical Systems via Kernel Mean Embeddings
IEEE control systems letters, 7, 3914-3919, 2023
[DOI: 10.1109/LCSYS.2023.3341280]
Fiedler, Christian Martin
Herty, Michael
Trimpe, Johann Sebastian
[Preprint]
Mean field limits for discrete-time dynamical systems via kernel mean embeddings, 2023
[DOI: 10.48550/arXiv.2312.06422]
Fiedler, Christian Martin
Herty, Michael
Trimpe, Johann Sebastian
[Preprint]
Lipschitz and Hölder Continuity in Reproducing Kernel Hilbert Spaces, 2023
[DOI: 10.48550/arXiv.2310.18078]
Fiedler, Christian Martin
[Preprint]
On kernel-based statistical learning in the mean field limit, 2023
[DOI: 10.48550/arXiv.2310.18074]
Fiedler, Christian Martin
Herty, Michael
Trimpe, Johann Sebastian
[Fachzeitschriftenartikel]
Reproducing kernel Hilbert spaces in the mean field limit
Kinetic and related models, 16 (6), 850-870, 2023
[DOI: 10.3934/krm.2023010]
Fiedler, Christian Martin (Corresponding author)
Herty, Michael
Rom, Christian Michael
Segala, Chiara
Trimpe, Johann Sebastian
[Preprint]
Reproducing kernel Hilbert spaces in the mean field limit, 2023
[DOI: 10.48550/arXiv.2302.14446]
Fiedler, Christian Martin (Corresponding author)
Herty, Michael (Corresponding author)
Rom, Christian Michael (Corresponding author)
Segala, Chiara (Corresponding author)
Trimpe, Johann Sebastian (Corresponding author)
[Fachzeitschriftenartikel]
Stable recovery of entangled weights: Towards robust identification of deep neural networks from minimal samples
Applied and computational harmonic analysis, 62, 123-172, 2022
[DOI: 10.1016/j.acha.2022.08.002]
Fiedler, Christian Martin
Fornasier, Massimo (Corresponding author)
Klock, Timo
Rauchensteiner, Michael
[Buchbeitrag, Beitrag zu einem Tagungsband]
Learning Functions and Uncertainty Sets Using Geometrically Constrained Kernel Regression
CDC 22 : Conference on Decision and Control, Dec. 6-9, 2022, Cancún, Mexico / publisher: IEEE, 2141-2146, 2022
[DOI: 10.1109/CDC51059.2022.9993144]
Fiedler, Christian Martin (Corresponding author)
Scherer, Carsten W. (Corresponding author)
Trimpe, Johann Sebastian (Corresponding author)
[Buchbeitrag, Beitrag zu einem Tagungsband]
Revisiting the derivation of stage costs in infinite horizon discrete-time optimal control
2022 30th Mediterranean Conference on Control and Automation (MED), 211-216, 2022
[DOI: 10.1109/MED54222.2022.9837146]
Fiedler, Christian Martin (Corresponding author)
Trimpe, Johann Sebastian (Corresponding author)
[Preprint]
Revisiting the derivation of stage costs in infinite horizon discrete-time optimal control, 2022
[DOI: 10.48550/arXiv.2207.05373]
Fiedler, Christian Martin (Corresponding author)
Trimpe, Johann Sebastian (Corresponding author)
[Buchbeitrag, Beitrag zu einem Tagungsband]
Learning-enhanced robust controller synthesis with rigorous statistical and control-theoretic guarantees
2021 60th IEEE Conference on Decision and Control (CDC) / Thomas Parisini, President IEEE Control Systems Society. Magnus Egerstedt, General Chair. Maria Prandini, Program Chair, 5122-5129, 2021
[DOI: 10.1109/CDC45484.2021.9682836]
Fiedler, Christian Martin (Corresponding author)
Scherer, Carsten W. (Corresponding author)
Trimpe, Johann Sebastian
[Preprint]
Stable Recovery of Entangled Weights: Towards Robust Identification of Deep Neural Networks from Minimal Samples, 2021
Fiedler, Christian Martin (Corresponding author)
Fornasier, Massimo (Corresponding author)
Klock, Timo (Corresponding author)
Rauchensteiner, Michael (Corresponding author)
[Preprint]
Practical and Rigorous Uncertainty Bounds for Gaussian Process Regression, 2021
Fiedler, Christian Martin (Corresponding author)
Scherer, Carsten W. (Corresponding author)
Trimpe, Johann Sebastian (Corresponding author)
[Buchbeitrag, Beitrag zu einem Tagungsband]
Practical and Rigorous Uncertainty Bounds for Gaussian Process Regression
[Thirty-Fifth AAAI Conference on Artificial Intelligence, Thirty-Third Conference on Innovative Applications of Artificial Intelligence, Eleventh Symposium on Educational Advances in Artificial Intelligence : February 2-9, 2021, held virtually / sponsored by the Association for the Advancement of Artificial Intelligence], 7439-7447, 2021
Fiedler, Christian Martin (Corresponding author)
Scherer, Carsten W. (Corresponding author)
Trimpe, Johann Sebastian (Corresponding author)
[Preprint]
Learning-enhanced robust controller synthesis with rigorous statistical and control-theoretic guarantees, 2021
Fiedler, Christian Martin (Corresponding author)
Scherer, Carsten W. (Corresponding author)
Trimpe, Johann Sebastian (Corresponding author)
[Preprint]
A Kernel Two-sample Test for Dynamical Systems, 2020
Solowjow, Friedrich (Corresponding author)
Baumann, Dominik Oliver
Fiedler, Christian Martin
Jocham, Andreas
Seel, Thomas
et al.