期刊
ANNALS OF STATISTICS
卷 46, 期 6B, 页码 3741-3766出版社
INST MATHEMATICAL STATISTICS
DOI: 10.1214/17-AOS1674
关键词
Computer experiment; correlation; space-filling design; Williams transformation
资金
- NSF [DMS-14-07560]
Maximin distance Latin hypercube designs are commonly used for computer experiments, but the construction of such designs is challenging. We construct a series of maximin Latin hypercube designs via Williams transformations of good lattice point designs. Some constructed designs are optimal under the maximin L-1-distance criterion, while others are asymptotically optimal. Moreover, these designs are also shown to have small pairwise correlations between columns.
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