交错性的布雷格曼分歧
1Sony Computer Science Laboratories Inc., Tokyo 141-0022, Japan.
Entropy (Basel, Switzerland)
|January 8, 2025
概括
我们介绍了简单的布雷格曼分歧,这是简单的几何学中布雷格曼分歧的新型概括. 这个框架扩展到双重系统,在机器学习和几何力学方面有潜在的应用.
科学领域:
- 数学 数学 是一个数学.
- 几何几何学的几何学
- 机器学习 机器学习
背景情况:
- 布雷格曼分歧是形分析和信息几何学的基本概念.
- 一般化是必要的,以便将它们的适用性扩展到更广泛的数学结构.
研究的目的:
- 引入和定义简单的布雷格曼分歧.
- 探索它们的理论基础和与现有不平等的联系.
- 确定各种科学领域的潜在应用.
主要方法:
- 在有限维的简单向量空间中概括布雷格曼分歧.
- 从一个简单的Fenchel-Young不等式推导出概括.
- 使用简单的子微分数和简单的Fenchel变换.
- 连接到双重系统和内部产品结构.
主要成果:
- 简单的布雷格曼分歧的定义.
- 建立一个简单的Fenchel-Young不等式.
- 在双重系统中展示泛化.
- 特殊案例显示与复合内部产品等同于布雷格曼分歧.
结论:
- 复杂的布雷格曼分歧为分析几何结构和信息理论结构提供了一个强大的新工具.
- 该框架具有广泛的适用性,包括几何力学,信息几何学和机器学习动力学.
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