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arXiv 2002.03767math-phcs.DMcs.LGmath.MP
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离散点的几何表述及其应用

Geometric Formulation for Discrete Points and its Applications

Nikon Corporation(尼康公司);Nikon Research Corporation of America(尼康美国研究公司)

Yuuya Takayama

摘要:

我们介绍了一种新的配方几何离散点。它是基于一个普遍的微分学,它给出了一个几何描述的离散集的代数的功能。我们扩大这一数学框架,使其与微分几何是一致的,并工作在谱图理论和随机游动。因此,我们的公式全面展示了概率论,物理学,应用谐波分析和机器学习中的许多离散框架。我们的方法将表明存在一个内在的理论和统一的图片,这些离散的框架。

英文摘要:

We introduce a novel formulation for geometry on discrete points. It is based on a universal differential calculus, which gives a geometric description of a discrete set by the algebra of functions. We expand this mathematical framework so that it is consistent with differential geometry, and works on spectral graph theory and random walks. Consequently, our formulation comprehensively demonstrates many discrete frameworks in probability theory, physics, applied harmonic analysis, and machine learning. Our approach would suggest the existence of an intrinsic theory and a unified picture of those discrete frameworks.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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