English

Grassmannian packings: Trust-region stochastic tuning for matrix incoherence

Information Theory 2022-10-07 v2 Distributed, Parallel, and Cluster Computing math.IT Metric Geometry

Abstract

We provide a new numerical procedure for constructing low coherence matrices, Trust-Region Stochastic Tuning for Matrix Incoherence (TRSTMI) and detail the results of experiments with a CPU/GPU parallelized implementation of this method. These trials suggest the superiority of this approach over other existing methods when the size of the matrix is large. We also present new conjectures on optimal complex matrices motivated and guided by the experimental results.

Keywords

Cite

@article{arxiv.2207.06374,
  title  = {Grassmannian packings: Trust-region stochastic tuning for matrix incoherence},
  author = {Josiah Park and Carlos Saltijeral and Ming Zhong},
  journal= {arXiv preprint arXiv:2207.06374},
  year   = {2022}
}

Comments

Accepted in 58th Annual Allerton Conference Proceedings