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Optimal orthogonal-array-based latin hypercubes

Optimal orthogonal-array-based latin hypercubes
Optimal orthogonal-array-based latin hypercubes
The use of optimal orthogonal array latin hypercube designs is proposed. Orthogonal arrays were proposed for constructing latin hypercube designs by Tang (1993). Such designs generally have better space filling properties than random latin hypercube designs. Even so, these designs do not necessarily fill the space particularly well. As a result, we consider orthogonal-array-based latin hypercube designs that try to achieve optimality in some sense. Optimization is performed by adapting strategies found in Morris & Mitchell (1995) and Ye et al. (2000). The strategies here search only orthogonal-array-based latin hypercube designs and, as a result, optimal designs are found in a more efficient fashion. The designs found are in general agreement with existing optimal designs reported elsewhere.
0266-4763
585-598
Leary, Stephen
19693913-1af1-4e4c-97ba-f506aeafcc8c
Bhaskar, Atul
d4122e7c-5bf3-415f-9846-5b0fed645f3e
Keane, Andy
26d7fa33-5415-4910-89d8-fb3620413def
Leary, Stephen
19693913-1af1-4e4c-97ba-f506aeafcc8c
Bhaskar, Atul
d4122e7c-5bf3-415f-9846-5b0fed645f3e
Keane, Andy
26d7fa33-5415-4910-89d8-fb3620413def

Leary, Stephen, Bhaskar, Atul and Keane, Andy (2003) Optimal orthogonal-array-based latin hypercubes. Journal of Applied Statistics, 30 (5), 585-598. (doi:10.1080/0266476032000053691).

Record type: Article

Abstract

The use of optimal orthogonal array latin hypercube designs is proposed. Orthogonal arrays were proposed for constructing latin hypercube designs by Tang (1993). Such designs generally have better space filling properties than random latin hypercube designs. Even so, these designs do not necessarily fill the space particularly well. As a result, we consider orthogonal-array-based latin hypercube designs that try to achieve optimality in some sense. Optimization is performed by adapting strategies found in Morris & Mitchell (1995) and Ye et al. (2000). The strategies here search only orthogonal-array-based latin hypercube designs and, as a result, optimal designs are found in a more efficient fashion. The designs found are in general agreement with existing optimal designs reported elsewhere.

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Published date: 2003

Identifiers

Local EPrints ID: 22393
URI: http://eprints.soton.ac.uk/id/eprint/22393
ISSN: 0266-4763
PURE UUID: e31eab96-b2a3-4188-a597-327db0698298
ORCID for Andy Keane: ORCID iD orcid.org/0000-0001-7993-1569

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Date deposited: 20 Mar 2006
Last modified: 16 Mar 2024 02:53

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Contributors

Author: Stephen Leary
Author: Atul Bhaskar
Author: Andy Keane ORCID iD

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