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arXiv 0804.0723math.STstat.TH
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平面上各向同性高斯随机场的形变估计

Estimating deformations of isotropic Gaussian random fields on the plane

Ethan B. Anderes, Michael L. Stein

摘要:

基于变形随机场的单个实现的稠密观测,提出了一种估计$\mathbb{R}^2$上各向同性高斯随机场变形的新方法.在这个框架下,我们研究的识别和估计的变形。然后,我们提出了一个完整的方法包-从模型假设的算法恢复的变形-类的非平稳过程通过变形各向同性高斯随机场。

英文摘要:

This paper presents a new approach to the estimation of the deformation of an isotropic Gaussian random field on $\mathbb{R}^2$ based on dense observations of a single realization of the deformed random field. Under this framework we investigate the identification and estimation of deformations. We then present a complete methodological package--from model assumptions to algorithmic recovery of the deformation--for the class of nonstationary processes obtained by deforming isotropic Gaussian random fields.

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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