部分定向标志的流形上的期望距离

Brenden Balch, C. Peterson, C. Shonkwiler
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引用次数: 2

摘要

标志流形是射影空间和其他格拉斯曼流形的推广:它们参数化标志,标志是给定向量空间中嵌套的子空间序列。它们是代数和微分几何中的重要对象,但也越来越多地用于数据科学,其中许多类型的数据被正确地理解为子空间而不是向量。本文讨论了部分定向标志流形,它将标志参数化,其中的一些子空间可以被赋予定向。我们计算一些低维示例中随机点之间的期望距离,我们将其视为统计基线,以比较来自几何或数据的特定部分定向标志之间的距离。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Expected distances on manifolds of partially oriented flags
Flag manifolds are generalizations of projective spaces and other Grassmannians: they parametrize flags, which are nested sequences of subspaces in a given vector space. These are important objects in algebraic and differential geometry, but are also increasingly being used in data science, where many types of data are properly understood as subspaces rather than vectors. In this paper we discuss partially oriented flag manifolds, which parametrize flags in which some of the subspaces may be endowed with an orientation. We compute the expected distance between random points on some low-dimensional examples, which we view as a statistical baseline against which to compare the distances between particular partially oriented flags coming from geometry or data.
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