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Computer Science > Information Theory

arXiv:2306.00155 (cs)
[Submitted on 31 May 2023 (v1) , last revised 31 Jul 2024 (this version, v2)]

Title: Orbit recovery for band-limited functions

Title: 带限函数的轨道恢复

Authors:Dan Edidin, Matthew Satriano
Abstract: We study the third moment for functions on arbitrary compact Lie groups. We use techniques of representation theory to generalize the notion of band-limited functions in classical Fourier theory to functions on the compact groups $SU(n), SO(n), Sp(n)$. We then prove that for generic band-limited functions the third moment or, its Fourier equivalent, the bispectrum determines the function up to translation by a single unitary matrix. Moreover, if $G=SU(n)$ or $G=SO(2n+1)$ we prove that the third moment determines the $G$-orbit of a band-limited function. As a corollary we obtain a large class of finite-dimensional representations of these groups for which the third moment determines the orbit of a generic vector. When $G=SO(3)$ this gives a result relevant to cryo-EM which was our original motivation for studying this problem.
Abstract: 我们研究了任意紧李群上函数的三阶矩。 我们利用表示论技术,将经典傅里叶理论中的带限函数概念推广到紧群上的函数 $SU(n), SO(n), Sp(n)$ 上。 然后我们证明,对于一般的带限函数,三阶矩(或者它的傅里叶等价物,双谱)可以唯一确定该函数,至多通过一个酉矩阵的平移。 此外,如果 $G=SU(n)$ 或 $G=SO(2n+1)$,我们证明三阶矩可以确定带限函数的 $G$-轨道。 作为推论,我们得到了这些群的大类有限维表示,其中三阶矩可以确定一般向量的轨道。 当 $G=SO(3)$ 时,这给出了一个与冷冻电镜相关的结果,这是我们最初研究这个问题的动机。
Comments: 22 pages
Subjects: Information Theory (cs.IT) ; Representation Theory (math.RT)
MSC classes: 94A12, 22D10
Cite as: arXiv:2306.00155 [cs.IT]
  (or arXiv:2306.00155v2 [cs.IT] for this version)
  https://doi.org/10.48550/arXiv.2306.00155
arXiv-issued DOI via DataCite

Submission history

From: Dan Edidin [view email]
[v1] Wed, 31 May 2023 19:55:03 UTC (23 KB)
[v2] Wed, 31 Jul 2024 13:12:26 UTC (27 KB)
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