Sparse sum of Hermitian squares in group algebras of finite groups
Jianting Yang, Ke Ye, Lihong Zhi

TL;DR
This paper investigates the sum of Hermitian squares in group algebras of finite groups, establishing optimal solutions, proposing a hierarchy, and analyzing exponential decay of residual errors independent of group order in specific cases.
Contribution
It introduces a hierarchy for sparse SOHS problems in finite group algebras and proves exponential decay of residual errors, independent of group order in certain cases.
Findings
Optimal solution of convex relaxation is the square root of the non-negative element.
Residual errors decay exponentially with the hierarchy level.
Decay rate is independent of group order for cyclic or dihedral groups.
Abstract
Non-negative elements in group algebras play a crucial role in the study of functions, measures and operators. This paper focuses on the sum of Hermitian squares (SOHS) of non-negative elements in group algebras of finite groups. We first prove that for a given non-negative element, the optimal solution of the convex relaxation of the sparse SOHS problem is precisely its square root. Then we propose a hierarchy for the sparse SOHS problem, and we analyze the error of the hierarchy with respect to two types of residuals. Notably, we prove that both errors decay exponentially. Moreover, we show that for one type of error, the decay rate is independent of the order of the group. For the other type, we demonstrate that the rate is also independent of the group order, provided that the group is cyclic or dihedral.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsComplexity and Algorithms in Graphs · graph theory and CDMA systems · Advanced Graph Theory Research
