Supervised Learning Using Homology Stable Rank Kernels
Exciting recent developments in Topological Data Analysis have aimed at combining homology-based invariants with Machine Learning. In this article, we use hierarchical stabilization to bridge between persistence and kernel-based methods by introducing the so-called stable rank kernels. A fundamental...
| Главные авторы: | , , , |
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| Формат: | Статья |
| Язык: | English |
| Опубликовано: |
Frontiers Media S.A.
2021-07-01
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| Серии: | Frontiers in Applied Mathematics and Statistics |
| Предметы: | |
| Online-ссылка: | https://www.frontiersin.org/articles/10.3389/fams.2021.668046/full |