English

Optimality of Linear Sketching under Modular Updates

Computational Complexity 2018-09-25 v1

Abstract

We study the relation between streaming algorithms and linear sketching algorithms, in the context of binary updates. We show that for inputs in nn dimensions, the existence of efficient streaming algorithms which can process Ω(n2)\Omega(n^2) updates implies efficient linear sketching algorithms with comparable cost. This improves upon the previous work of Li, Nguyen and Woodruff [LNW14] and Ai, Hu, Li and Woodruff [AHLW16] which required a triple-exponential number of updates to achieve a similar result for updates over integers. We extend our results to updates modulo pp for integers p2p \ge 2, and to approximation instead of exact computation.

Keywords

Cite

@article{arxiv.1809.09063,
  title  = {Optimality of Linear Sketching under Modular Updates},
  author = {Kaave Hosseini and Shachar Lovett and Grigory Yaroslavtsev},
  journal= {arXiv preprint arXiv:1809.09063},
  year   = {2018}
}
R2 v1 2026-06-23T04:16:43.555Z