One-Dimensional Nested Maximin Designs

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Abstract

The design of computer experiments is an important step in black box evaluation and optimization processes.When dealing with multiple black box functions the need often arises to construct designs for all black boxes jointly, instead of individually.These so-called nested designs are used to deal with linking parameters and sequential evaluations.In this paper we discuss one-dimensional nested maximin designs.We show how to nest two designs optimally and develop a heuristic to nest three and four designs.Furthermore, it is proven that the loss in space-fillingness, with respect to traditional maximin designs, is at most 14:64 percent and 19:21 percent, when nesting two and three designs, respectively.
Original languageEnglish
Place of PublicationTilburg
PublisherOperations research
Number of pages14
Volume2004-66
Publication statusPublished - 2004

Publication series

NameCentER Discussion Paper
Volume2004-66

Keywords

  • simulation
  • computers
  • integer programming

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    van Dam, E. R., Husslage, B. G. M., & den Hertog, D. (2004). One-Dimensional Nested Maximin Designs. (CentER Discussion Paper; Vol. 2004-66). Operations research.