分层模式枚举器及其应用

Stratification pattern enumerator and its applications

Journal of the Royal Statistical Society. Series B: Statistical Methodology · 2023
被引 7
ABS 4

中文导读

提出一种分层模式枚举器,可高效计算空间填充设计的分层性质,并基于此开发了计算空间填充模式的算法,还给出了达到下界的设计构造方法。

Abstract

Abstract Space-filling designs are widely used in computer experiments. A minimum aberration-type space-filling criterion was recently proposed to rank and assess a family of space-filling designs including orthogonal array-based Latin hypercubes and strong orthogonal arrays. However, it is difficult to apply the criterion in practice because it requires intensive computation for determining the space-filling pattern, which measures the stratification properties of designs on various subregions. In this article, we propose a stratification pattern enumerator to characterise the stratification properties. The enumerator is easy to compute and can efficiently rank space-filling designs. We show that the stratification pattern enumerator is a linear combination of the space-filling pattern. Based on the connection, we develop efficient algorithms for calculating the space-filling pattern. In addition, we establish a lower bound for the stratification pattern enumerator and present construction methods for designs that achieve the lower bound using multiplication tables over Galois fields. The constructed designs have good space-filling properties in low-dimensional projections and are robust under various criteria.

计算机实验空间填充设计试验设计算法