多维截断矩问题:由矩的导数进行形状与高斯混合重构
泛函分析
2019-07-17 v2 代数几何
概率论
统计理论
统计理论
摘要
本文引入矩与(矩)泛函的导数理论,以通过高斯混合、多面体的特征函数以及多面体的简单函数来表示矩泛函。除其他测度外,我们研究高斯混合、它们由矩进行的重构,尤其是表示矩泛函所需的高斯个数。我们发现存在矩泛函,其可由个高斯之和表示,且不能更少。因此,对任意与,我们可找到使得可由个高斯之和表示,且不能更少。上界为。
引用
@article{arxiv.1907.00790,
title = {The multidimensional truncated Moment Problem: Shape and Gaussian Mixture Reconstruction from Derivatives of Moments},
author = {Philipp J. di Dio},
journal= {arXiv preprint arXiv:1907.00790},
year = {2019}
}
备注
arXiv admin note: substantial text overlap with arXiv:1903.00598. Author note: This is part II of arXiv:1903.00598. arXiv:1903.00598 was extended and splitting it into two parts was necessary. Part I contains the Caratheodory number from Hilbert functions parts (now arXiv:1903.00598v2). Part II contains the (Gaussian) mixtures and shape reconstruction from derivatives of moments parts