A GENERAL CONSTRUCTION FOR SPACE-FILLING LATIN HYPERCUBES

被引:8
|
作者
Lin, C. Devon [1 ]
Kang, L. [2 ]
机构
[1] Queens Univ, Dept Math & Stat, Kingston, ON K7L 3N6, Canada
[2] IIT, Dept Math, Chicago, IL 60616 USA
基金
加拿大自然科学与工程研究理事会;
关键词
Completely resolvable; computer experiment; fractional factorial design; orthogonal array; orthogonality; projection; DESIGNS;
D O I
10.5705/ss.202015.0019
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
We propose a general method for constructing Latin hypercubes of flexible run sizes for computer experiments. The method makes use of arrays with a special structure and Latin hypercubes. By using different such arrays and Latin hyper-cubes, the proposed method produces various types of Latin hypercubes including orthogonal and nearly orthogonal Latin hypercubes, sliced Latin hypercubes, and Latin hypercubes in marginally coupled designs. In addition, the proposed algebraic design construction is particularly efficient as it does not need any optimization search but still produces Latin hypercubes whose space-filling properties are comparable with those generated by the common and latest methods in the literature.
引用
收藏
页码:675 / 690
页数:16
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