Parametric Lattices Are Better Quantizers in Dimensions 13 and 14
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arXiv
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| Hauptverfasser: | , , |
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| Format: | Preprint |
| Veröffentlicht: |
2024
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| _version_ | 1866910719810732032 |
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| author | Pook-Kolb, Daniel Agrell, Erik Allen, Bruce |
| author_facet | Pook-Kolb, Daniel Agrell, Erik Allen, Bruce |
| contents | New lattice quantizers with lower normalized second moments than previously reported are constructed in 13 and 14 dimensions and conjectured to be optimal. Our construction combines an initial numerical optimization with a subsequent analytical optimization of families of lattices, whose Voronoi regions are constructed exactly. The new lattices are constructed from glued products of previously known lattices, by scaling the component lattices and then optimizing the scale factors. A two-parameter family of lattices in 13 dimensions reveals an intricate landscape of phase changes as the parameters are varied. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2411_19250 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Parametric Lattices Are Better Quantizers in Dimensions 13 and 14 Pook-Kolb, Daniel Agrell, Erik Allen, Bruce Information Theory Mathematical Physics Metric Geometry New lattice quantizers with lower normalized second moments than previously reported are constructed in 13 and 14 dimensions and conjectured to be optimal. Our construction combines an initial numerical optimization with a subsequent analytical optimization of families of lattices, whose Voronoi regions are constructed exactly. The new lattices are constructed from glued products of previously known lattices, by scaling the component lattices and then optimizing the scale factors. A two-parameter family of lattices in 13 dimensions reveals an intricate landscape of phase changes as the parameters are varied. |
| title | Parametric Lattices Are Better Quantizers in Dimensions 13 and 14 |
| topic | Information Theory Mathematical Physics Metric Geometry |
| url | https://arxiv.org/abs/2411.19250 |