Cost Function Approach for Dynamical Component Analysis: Full Recovery of Mixing and State Matrix

Hüper, Knut; Schlarb, Markus; Uhl, Christian (2024)

Automation 2024, Advances on Automatic Control and Soft Computing von der 15. APCA International Conference CONTROLO'2022 2024, 5(3), S. 360-372.
DOI: 10.3390/automation5030022

Signal analysis and classification of interictal epileptiform discharges from EEG with machine learning

Stiehl, Annika; Geißelsöder, Stefan; Anselstetter, Fabienne; Bornfleth, Harald; Ille, Nicole; Uhl, Christian (2023)

Stiehl, Annika; Geißelsöder, Stefan; Anselstetter, Fabienne; Bornfleth, Harald...

BMT 2023, 26.09. - 28.09.2023, Duisburg.
DOI: 10.1515/bmte-2023-2001

Topological Analysis of Low Dimensional Phase Space Trajectories of High Dimensional EEG Signals For Classification of Interictal Epileptiform Discharges

Stiehl, Annika; Flammer, M; Anselstetter, Fabienne; Ille, Nicole; Bornfleth, Harald; Geißelsöder, Stefan; Uhl, Christian (2023)

Stiehl, Annika; Flammer, M; Anselstetter, Fabienne; Ille, Nicole; Bornfleth, Harald...

2023 IEEE International Conference on Acoustics, Speech, and Signal Processing Workshops (ICASSPW), Rhodes Island, Greece, S. 1-5.
DOI: 10.1109/ICASSPW59220.2023.10193167

Robust Dynamical Component Analysis and its Application on Epileptic EEG and Motion Sense Data

Warmuth, Monika; Romberger, Philipp; Uhl, Christian; Hüper, Knut (2022)

Proceedings of the Workshop Biosignal 2022, August 24th - 26th, Dresden.

A Matrix Formulation of Dynamical Component Analysis (DyCA)

Romberger, Philipp; Warmuth, Monika; Uhl, Christian; Hüper, Knut (2022)

Proceedings of the Workshop Biosignal 2022, August 24th - 26th, Dresden .

Different montages and dimension reduction methods for EEG signal analysis of Interictal Epileptic Discharges

Stiehl, Annika; Anselstetter, Fabienne; Ille, Nicole; Bornfleth, Harald; Geißelsöder, Stefan; Uhl, Christian (2022)

Stiehl, Annika; Anselstetter, Fabienne; Ille, Nicole; Bornfleth, Harald...

Abstracts of the 2022 Joint Annual Conference of the Austrian (ÖGBMT), German (VDE DGBMT) and Swiss (SSBE)Societies for Biomedical Engineering 67 (S1), S. 88.
DOI: 10.1515/bmt-2022-2001

Dimension reduction methods, persistent homology ans machine learning for EEG signal analysis of Interictal Epileptic Discharges

Stiehl, Annika; Geißelsöder, Stefan; Ille, Nicole; Anselstetter, Fabienne; Bornfleth, Harald; Uhl, Christian (2022)

Stiehl, Annika; Geißelsöder, Stefan; Ille, Nicole; Anselstetter, Fabienne...

Proceedings of the Workshop Biosignale 2022 (24. - 26.08.2022).

Identification of Low-Dimensional Nonlinear Dynamics from High-Dimensional Simulated and Real-World Data

Paglia, Chiara; Stiehl, Annika; Uhl, Christian (2022)

CONTROLO 2022. Lecture Notes in Electrical Engineering, Vol 930, Springer, Cham, S. 205-213.
DOI: 10.1007/978-3-031-10047-5_18

Dynamical Component Analysis: Matrix Case and Differential Geometric Point of View

Romberger, Philipp; Warmuth, Monika; Uhl, Christian; Hüper, Knut (2022)

CONTROLO 2022. Lecture Notes in Electrical Engineering, Vol 930. Springer, Cham, S. 385-394.
DOI: 10.1007/978-3-031-10047-5_34

Dynamical Component Analysis: Updated and improved algorithm, applications, and limitations

Warmuth, Monika; Romberger, Philipp; Hüper, Knut; Uhl, Christian (2022)

ITISE 2022, 27. - 30.06.2022, Gran Canaria, Spanien.

A Comparative Study of Dynamic Mode Decomposition (DMD) and Dynamical Component Analysis (DyCA)

Kern, Moritz; Uhl, Christian; Warmuth, Monika (2021)

CONTROLO 2020. Proceedings of the 14th APCA International Conference on Automatic Control and Soft Computing, July 1-3, 2020, Bragança, Portugal 14, S. 93-103.
DOI: 10.1007/978-3-030-58653-9_9

Dimension Reduction: from Principle Component Analysis (PCA) to Dynamical Component Analysis (DyCA)

Frühauf, Christine; Kern, Moritz; Korn, Katharina; Uhl, Christian (2020)

Ute Ambrosius und Patrick Gröner (Hg.): Ansbacher Kaleidoskop 2020. Düren: Shaker Verlag (campus_edition Hochschule Ansbach), S. 192-209.

Determinismus-Test von niedrigdimensionalen Signalen eingebettet in hochdimensionalen multivariaten Zeitreihen: Anwendung auf EEG-Daten

Frühauf, Christine; Hartmann, Steffen; Seifert, Bastian; Uhl, Christian (2020)

Workshop Biosignale 2020, Kiel, 11.03.2020.

Dimensionsreduktion von EEG-Daten mit Dynamical Component Analysis (DyCA)

Kern, Moritz; Korn, Katharina; Uhl, Christian (2020)

Workshop Biosignale 2020. Kiel, 11.03.2020.

Editorial: Recurrence Analysis of Complex Systems Dynamics

beim Graben, Peter; Hutt, Axel; Marwan, Norbert; Uhl, Christian; Webber, Charles (2020)

Frontiers in Applied Mathematics and Statistics 6.
DOI: 10.3389/fams.2020.00033

Determinism Testing of Low-Dimensional Signals Embedded in High-Dimensional Multivariate Time Series

Frühauf, Christine; Hartmann, Steffen; Seifert, Bastian; Uhl, Christian (2020)

Chaos and Complex Systems. Proceedings of the 5th International Interdisciplinary Chaos Symposium. Berlin: Springer Nature 5, S. 3-14.

Subspace Detection and Blind Source Separation of Multivariate Signals by Dynamical Component Analysis (DyCA)

Uhl, Christian; Kern, Moritz; Warmuth, Monika; Seifert, Bastian (2020)

IEEE Open Journal of Signal Process 1, S. 230-241.

Dimension reduction methods: Principle Component Analysis (PCA), Dynamical Systems Based Modeling (DSBM) and Dynamical Component Analysis (DyCA)

Frühauf, Christine; Kern, Moritz; Korn, Katharina; Uhl, Christian (2020)

Ansbacher Kaleidoskop 2020. Düren: Shaker Verlag (campus_edition Hochschule Ansbach) 2020, S. 192-209.

Application of DSBM to EEG-Data of epileptic seizures

Uhl, Christian (2019)

Workshop on Applied Mathematics - Dynamical Systems. IT4Innovations National Supercomputing Center. Technical University of Ostrava, 01.10.2019..

Dimension reduction methods: Principle Component Analysis (PCA), Dynamical Systems Based Modeling (DSBM) and Dynamical Component Analysis (DyCA)

Uhl, Christian (2019)

Workshop on Applied Mathematics - Dynamical Systems. IT4Innovations National Supercomputing Center. Technical University of Ostrava, 01.10.2019.