稀疏插值、帕德瓦近似、高斯正交和张量分解有什么共同之处?

A. Cuyt
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引用次数: 0

摘要

给出了稀疏插值的问题描述及其基本的数学和计算方法。这个解早在1795年就由de proony公式化了,只是很久以后才用广义特征值问题和结构线性系统的形式表达出来。稀疏插值方法的输入是数量非常有限的定期收集的样本。当考虑这些值作为泰勒级数系数时,问题陈述很容易与帕德帕近似联系起来。帕氏近似分母与形式正交多项式和高斯正交密切相关。它们的零点和某些收敛性的结果对稀疏插值中的一些计算问题有了新的认识。问题陈述也可以看作是张量分解问题,可以使用多线性代数的技术。通过后一种连接,稀疏插值算法的工具箱进一步扩大。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
What do sparse interpolation, padé approximation, gaussian quadrature and tensor decomposition have in common?
We present the problem statement of sparse interpolation and its basic mathematical and computational methods to solve it. The solution is formulated already in 1795 by de Prony and only much later expressed in terms of a generalized eigenvalue problem and structured linear system. Input to the sparse interpolation methods are a very limited number of regularly collected samples. When considering these values as Taylor series coefficients, the problem statement easily connects to Padé approximation. The Padé approximant denominators are closely related to formal orthogonal polynomials and Gaussian quadrature. Results on their zeroes and certain convergence properties shed new light on some computational problems in sparse interpolation. The problem statement can also be viewed as a tensor decomposition problem, for which techniques from multilinear algebra can be used. Through the latter connection the toolkit of algorithms for sparse interpolation is further enlarged.
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