Authors : ... (Author of the conference)
... (Publisher )
Abstract :
A finite unit norm tight frame (FUNTF) is a spanning set of unit vectors in a finite-dimensional Hilbert space such that the spectrum of singular values of an associated operator is constant. In signal processing applications, it is desirable to use FUNTFs to encode signals, as such representations are proven to be optimally robust to noise. This naturally gives rise to questions about the geometry and topology of the space of FUNTFs. For example, the conjecture that every space of FUNTFs is connected was open for 15 years, and slight variants of this problem still remain open. I will discuss recent work with Clayton Shonkwiler, where we answer several questions about random matrix theory and optimization in spaces of structured matrices, using tools from symplectic geometry and geometric invariant theory.
Keywords : symplectic geometry; frame theory; optimization
MSC Codes :
42C15
- General harmonic expansions, frames
53D20
- Momentum maps; symplectic reduction
90C26
- Nonconvex programming, quasiconvex programming
Language : English
Available date : 21/06/2024
Conference Date : 30/05/2024
Subseries : Research talks
arXiv category : Differential Geometry
Mathematical Area(s) : Geometry
Format : MP4 (.mp4) - HD
Video Time : 00:37:37
Targeted Audience : Researchers ; Graduate Students ; Doctoral Students, Post-Doctoral Students
Download : https://videos.cirm-math.fr/2024-05-30_Needham.mp4
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Event Title : Geometric Sciences in Action: from geometric statistics to shape analysis / Les sciences géometriques en action: des statistiques géometriques à l'analyse de forme Dates : 27/05/2024 - 31/05/2024
Event Year : 2024
Event URL : https://conferences.cirm-math.fr/2974.html
DOI : 10.24350/CIRM.V.20185303
Cite this video as:
(2024). Geometry and topology of spaces of structured matrices. CIRM. Audiovisual resource. doi:10.24350/CIRM.V.20185303
URI : http://dx.doi.org/10.24350/CIRM.V.20185303
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See Also
Bibliography
- NEEDHAM, Tom et SHONKWILER, Clayton. Symplectic geometry and connectivity of spaces of frames. Advances in Computational Mathematics, 2021, vol. 47, no 1, p. 5. - http://dx.doi.org/10.1007/s10444-020-09842-7
- NEEDHAM, Tom et SHONKWILER, Clayton. Toric symplectic geometry and full spark frames. Applied and Computational Harmonic Analysis, 2022, vol. 61, p. 254-287. - https://doi.org/10.1016/j.acha.2022.07.004
- NEEDHAM, Tom et SHONKWILER, Clayton. Geometric Approaches to Matrix Normalization and Graph Balancing. arXiv preprint arXiv:2405.06190, 2024. - https://doi.org/10.48550/arXiv.2405.06190