Three proofs of the Benedetto-Fickus theorem
Fuente:
arXiv
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| Autores principales: | , , , |
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| Formato: | Preprint |
| Publicado: |
2021
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| Materias: | |
| Acceso en línea: | |
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| _version_ | 1866916767847153664 |
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| author | Mixon, Dustin G. Needham, Tom Shonkwiler, Clayton Villar, Soledad |
| author_facet | Mixon, Dustin G. Needham, Tom Shonkwiler, Clayton Villar, Soledad |
| contents | In 2003, Benedetto and Fickus introduced a vivid intuition for an objective function called the frame potential, whose global minimizers are fundamental objects known today as unit norm tight frames. Their main result was that the frame potential exhibits no spurious local minimizers, suggesting local optimization as an approach to construct these objects. Local optimization has since become the workhorse of cutting-edge signal processing and machine learning, and accordingly, the community has identified a variety of techniques to study optimization landscapes. This chapter applies some of these techniques to obtain three modern proofs of the Benedetto-Fickus theorem. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2112_02916 |
| institution | arXiv |
| publishDate | 2021 |
| record_format | arxiv |
| spellingShingle | Three proofs of the Benedetto-Fickus theorem Mixon, Dustin G. Needham, Tom Shonkwiler, Clayton Villar, Soledad Metric Geometry In 2003, Benedetto and Fickus introduced a vivid intuition for an objective function called the frame potential, whose global minimizers are fundamental objects known today as unit norm tight frames. Their main result was that the frame potential exhibits no spurious local minimizers, suggesting local optimization as an approach to construct these objects. Local optimization has since become the workhorse of cutting-edge signal processing and machine learning, and accordingly, the community has identified a variety of techniques to study optimization landscapes. This chapter applies some of these techniques to obtain three modern proofs of the Benedetto-Fickus theorem. |
| title | Three proofs of the Benedetto-Fickus theorem |
| topic | Metric Geometry |
| url | https://arxiv.org/abs/2112.02916 |