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Reconstructing Rational Functions on Finite Abelian Groups with Higher Autocorrelations

arXiv 2503.21022 ↗First posted 26 Mar 2025cs.CV math.GR physics.data-ancited by 0

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Abstract (arXiv)

The higher-order autocorrelations of integer-valued or rational-valued functions on finite Abelian groups appear naturally in X-ray crystallography, and have applications in computer vision systems, correlation tomography, correlation spectroscopy, and pattern recognition. In this paper, we consider the problem of reconstructing a rational-valued function on finite Abelian groups from its higher-order autocorrelations. We describe an explicit reconstruction algorithm, and prove that the autocorrelations up to order 3r+3 are always sufficient to determine the data up to translation, where r is the rank of the group. We also provide examples of rational-valued functions on finite Abelian group which are not determined by their autocorrelations up to order 3r+2. In particular, we provide a sharp upper bound on the separating degree of the regular representation of a finite Abelian group in terms of its rank.

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References · 5

  1. 2022Low Dimensional Invariant Embeddings for Universal Geometric Learningcited by 38
  2. 2017Estimation under group actions: recovering orbits from invariantscited by 14
  3. 2015Low Autocorrelation Binary Sequencescited by 11
  4. 2017The sample complexity of multi-reference alignmentcited by 3
  5. 2014Optimization Methods for Designing Sequences with Low Autocorrelation Sidelobescited by 2

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