里曼子多元体的粗外在曲率
Marc Arnaudon1, Xue-Mei Li2,3, Benedikt Petko2
1CNRS, Bordeaux INP, IMB, UMR 5251, University Bordeaux, 33400 Talence, France.
概括
我们在使用瓦瑟斯坦距离的子方程中引入粗微的外部曲率. 这种方法从数据中近似平均曲率,有助于多边学习和度量嵌入研究.
科学领域:
- 不同几何学微分几何学
- 几何测量理论 几何测量理论
- 机器学习 机器学习
背景情况:
- 奥利维尔的粗略的里奇曲率提供了一个离散的曲率概念.
- 外在的曲率测量了子数组在更大的空间内如何曲.
- 了解多元体几何学对于数据分析至关重要.
研究的目的:
- 介绍了对于里曼子数组的粗外在曲率的新概念.
- 开发一种方法,从统计数据中近似计算平均曲率.
- 探索多元学习和指标嵌入中的应用.
主要方法:
- 在管状邻域上使用瓦瑟斯坦1距离定义粗外部曲率.
- 在子多元社区中使用概率测量.
- 将框架应用于Poisson点过程中的点云.
主要成果:
- 建立了粗外部曲率的新定义.
- 展示了从经验数据中近似平均曲率的方法.
- 提供了对嵌入式多元组的外部几何学的理论见解.
结论:
- 拟议的粗外在曲率为子多元几何学提供了一个新的视角.
- 该框架促进了数据驱动的几何推理.
- 推进多元学习和理解度量嵌入的潜力.
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