Geometry of curves in Rn from the local singular value decomposition

被引:5
|
作者
Alvarez-Vizoso, J. [1 ]
Arn, Robert [1 ]
Kirby, Michael [1 ,2 ]
Peterson, Chris [1 ]
Draper, Bruce [2 ]
机构
[1] Colorado State Univ, Dept Math, Ft Collins, CO 80523 USA
[2] Colorado State Univ, Dept Comp Sci, Ft Collins, CO 80523 USA
基金
美国国家科学基金会;
关键词
Local singular value decomposition; Principal component analysis; Generalized curvatures; Frenet-Serret frame; Hankel matrices;
D O I
10.1016/j.laa.2019.02.006
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We establish a connection between the local singular value decomposition and the geometry of n-dimensional curves. In particular, we link the left singular vectors to the Frenet-Serret frame, and the generalized curvatures to the singular values. Specifically, let gamma : I -> R-n be a parametric curve of class Cn+1, regular of order n. The Frenet-Serret apparatus of gamma at gamma(t) consists of a frame e(1)(t), ... , e(n)(t) and generalized curvature values kappa(1)(t), ... , kappa(n-1)(t). Associated with each point of gamma there are also local singular vectors u(1)(t), ... , u(n)(t) and local singular values sigma(1)(t), ... , sigma(n)(t). This local information is obtained by considering a limit, as epsilon goes to zero, of covariance matrices defined along gamma within an epsilon-ball centered at gamma(t). We prove that for each t is an element of I, the Frenet-Serret frame and the local singular vectors agree at gamma(t) and that the values of the curvature functions at t can be expressed as a fixed multiple of a ratio of local singular values at t. To establish this result we prove a general formula for the recursion relation of a certain class of sequences of Hankel determinants using the theory of monic orthogonal polynomials and moment sequences. (C) 2019 Published by Elsevier Inc.
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页码:180 / 202
页数:23
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