English

Uniform projection designs under the stratified $L_2$-discrepancy

Statistics Theory 2026-05-20 v1 Statistics Theory

Abstract

This paper studies a uniform projection criterion for space-filling designs under the stratified L2L_2-discrepancy. The criterion, denoted by ΦSD\Phi_{SD}, is the average squared stratified L2L_2-discrepancy over all two-dimensional projections. For U-type (n,m,sp)(n,m,s^p) designs, we derive an explicit formula for ΦSD\Phi_{SD} in terms of row-pairwise weighted hierarchical distances, and we establish sharp lower and upper bounds with equality conditions. We further show that many known optimal constructions attain the lower bound of ΦSD\Phi_{SD}, and that designs attaining the lower bound of the full stratified L2L_2-discrepancy also attain the lower bound of ΦSD\Phi_{SD}. The criterion can be evaluated in O(n2m)O(n^2m) time, with a modest reduction in arithmetic operations compared with direct projection-wise evaluation. Numerical studies illustrate the theoretical results and show that ΦSD\Phi_{SD} is effective for assessing low-dimensional projection uniformity.

Keywords

Cite

@article{arxiv.2605.19900,
  title  = {Uniform projection designs under the stratified $L_2$-discrepancy},
  author = {Sixu Liu and Yaping Wang},
  journal= {arXiv preprint arXiv:2605.19900},
  year   = {2026}
}

Comments

21 pages, 2 figures

R2 v1 2026-07-22T07:21:51.869Z