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Open AccessJournal ArticleDOI

Minimum $G_2$-aberration for nonregular fractional factorial designs

Boxin Tang, +1 more
- 01 Dec 1999 - 
- Vol. 27, Iss: 6, pp 1914-1926
TLDR
In this article, a relaxed variant of the generalized resolution and minimum aberration criterion is proposed and studied, which minimizes the contamination of nonnegligible interactions on the estimation of main effects in the order of importance given by the hierarchical assumption.
Abstract
Deng and Tang proposed generalized resolution and minimum aberration criteria for comparing and assessing nonregular fractional factorials, of which Plackett–Burman designs are special cases.A relaxed variant of generalized aberration is proposed and studied in this paper.We show that a best design according to this criterion minimizes the contamination of nonnegligible interactions on the estimation of main effects in the order of importance given by the hierarchical assumption.The new criterion is defined through a set of $B$ values, a generalization of word length pattern. We derive some theoretical results that relate the $B$ values of a nonregular fractional factorial and those of its complementary design. Application of this theory to the construction of the best designs according to the new aberration criterion is discussed. The results in this paper generalize those in Tang and Wu, which characterize a minimum aberration (regular) $2^{m-k}$ design through its complementary design.

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Journal ArticleDOI

Experimental design

TL;DR: Experimental design is reviewed here for broad classes of data collection and analysis problems, including: fractioning techniques based on orthogonal arrays, Latin hypercube designs and their variants for computer experimentation, efficient design for data mining and machine learning applications, and sequential design for active learning.
Journal ArticleDOI

Generalized minimum aberration for asymmetrical fractional factorial designs

Hongquan Xu, +1 more
- 01 Aug 2001 - 
TL;DR: In this paper, a generalized minimum aberration criterion for comparing asymmetrical fractional factorial designs is proposed, which is independent of the choice of treatment contrasts and thus model-free.
Journal ArticleDOI

Geometric isomorphism and minimum aberration for factorial designs with quantitative factors

TL;DR: In this article, a polynomial form of indicator functions is used to characterize the geometric structure of factorial designs with quantitative factors, and a new aberration criteria is proposed and some minimum aberration designs are presented.
Journal ArticleDOI

Uniform designs limit aliasing

Fred J. Hickernell, +1 more
- 01 Dec 2002 - 
TL;DR: In this article, it is shown that uniform designs limit the effects of aliasing to yield reasonable efficiency and robustness together, while robust experimental designs guard against inaccurate estimates caused by model misspecification.
Journal ArticleDOI

An Algorithm for Constructing Orthogonal and Nearly Orthogonal Arrays with Mixed Levels and Small Runs

TL;DR: This article describes a simple and effective algorithm for constructing mixed-level orthogonal and nearly-orthogonal arrays that can construct a variety of small-run designs with good statistical properties efficiently.