ACCURACY OF NOISY SPIKE-TRAIN RECONSTRUCTION: A SINGULARITY THEORY POINT OF VIEW

被引:1
|
作者
Goldman, Gil [1 ]
Salman, Yehonatan [1 ]
Yomdin, Yosef [1 ]
机构
[1] Weizmann Inst Sci, Dept Math, Rehovot, Israel
来源
JOURNAL OF SINGULARITIES | 2018年 / 18卷
关键词
D O I
10.5427/jsing.2018.18u
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
This is a survey paper discussing one specific (and classical) system of algebraic equations - the so called "Prony system". We provide a short overview of its unusually wide connections with many different fields of Mathematics, stressing the role of Singularity Theory. We reformulate Prony System as the problem of reconstruction of "Spike-train" signals of the form F(x) = Sigma(d)(j=1) a(j)delta (x - x(j)) from the noisy moment measurements. We provide an overview of some recent results of [I-3, 7,8, 10, 11, 20, 53] on the "geometry of the error amplification" in the reconstruction process, in situations where the nodes x3 near-collide. Some algebraic geometric structures, underlying the error amplification, are described (Prony, Vieta, and Hankel mappings, Prony varieties), as well as their connection with Vandermonde mappings and varieties. Our main goal is to present some promising fields of possible applications of Singularity Theory.
引用
收藏
页码:409 / 426
页数:18
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