The Information Geometry of UMAP
Fuente:
arXiv
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| Auteurs principaux: | , |
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| Format: | Preprint |
| Publié: |
2023
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| _version_ | 1866915048169930752 |
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| author | Kolpakov, Alexander Rocke, Aidan |
| author_facet | Kolpakov, Alexander Rocke, Aidan |
| contents | In this note we highlight some connections of UMAP to the basic principles of Information Geometry. Originally, UMAP was derived from Category Theory observations. However, we posit that it also has a natural geometric interpretation. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2309_01237 |
| institution | arXiv |
| publishDate | 2023 |
| record_format | arxiv |
| spellingShingle | The Information Geometry of UMAP Kolpakov, Alexander Rocke, Aidan Computational Geometry Discrete Mathematics Information Theory Geometric Topology 53B12, 94A15 In this note we highlight some connections of UMAP to the basic principles of Information Geometry. Originally, UMAP was derived from Category Theory observations. However, we posit that it also has a natural geometric interpretation. |
| title | The Information Geometry of UMAP |
| topic | Computational Geometry Discrete Mathematics Information Theory Geometric Topology 53B12, 94A15 |
| url | https://arxiv.org/abs/2309.01237 |