A Field-Theoretic View of Unlabeled Sensing
Commutative Algebra
2024-11-06 v3 Information Theory
Signal Processing
math.IT
Abstract
Unlabeled sensing is the problem of solving a linear system of equations, where the right-hand-side vector is known only up to a permutation. In this work, we study fields of rational functions related to symmetric polynomials and their images under a linear projection of the variables; as a consequence, we establish that the solution to an n-dimensional unlabeled sensing problem with generic data can be obtained as the unique solution to a system of n + 1 polynomial equations of degrees 1, 2, . . . , n + 1 in n unknowns. Besides the new theoretical insights, this development offers the potential for scaling up algebraic unlabeled sensing algorithms.
Keywords
Cite
@article{arxiv.2303.01175,
title = {A Field-Theoretic View of Unlabeled Sensing},
author = {Hao Liang and Jingyu Lu and Manolis C. Tsakiris and Lihong Zhi},
journal= {arXiv preprint arXiv:2303.01175},
year = {2024}
}
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12 pages