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arxiv: 1606.05306 · v1 · pith:Q2PS6LJBnew · submitted 2016-06-16 · 🧮 math.NA · cs.IT· math.IT

Exact Recovery of Discrete Measures from Wigner D-Moments

classification 🧮 math.NA cs.ITmath.IT
keywords degreeexactgroupmeasuremeasuresmomentsrecoveryrotation
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In this paper, we show the possibility of recovering a sum of Dirac measures on the rotation group $SO(3)$ from its low degree moments with respect to Wigner D-functions only. The main Theorem of the paper states, that exact recovery from moments up to degree $N$ is possible, if the support set of the measure obeys a separation distance of $\frac{36}{N+1}$. In this case, the sought measure is the unique solution of a total variation minimization. The proof of the uniqueness requires localization estimates for interpolation kernels and corresponding derivatives on the rotation group $SO(3)$ with explicit constants.

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  1. Super-resolution meets machine learning: approximation of measures

    math.FA 2019-07 unverdicted novelty 5.0

    The paper defines a distance between measures, gives an explicit recuperation operator, and proves that the resulting approximation error bounds are optimal for measures of finite total variation.