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Optimum mixture designs under constraints on mixing components

TLDR
In this article, Mandal et al. derived a pseudo-Bayesian approach with invariance property of the second order moments of the optimum mixing proportions for estimating the optimum proportion of mixture components when the factor space is constrained.
Abstract
Scheffe (1958, 1963) first introduced models and designs suitable for a mixture experiment where the mean response is assumed to depend only on the relative proportions of the ingredients or components. Extensive literature on optimum designs for the estimation of parameters of different mixture models is available. The specific problem of characterization of optimal designs for estimating the op- timum proportion of mixture components has been recently considered by Pal and Mandal (2006, 2008) as also by Mandal and Pal (2008) using different optimality criteria. Generalizing the work of Pal and Mandal (2006), who had dealt with the trace criterion and adopted a pseudo-Bayesian approach with invariance property of the second order moments of the optimum mixing proportions, Mandal et al. (2008) relaxed the invariance property of the second order moments of the op- timum mixing proportions. In this paper, optimum designs are derived for the problem of estimating the optimum proportion of mixture components when the factor space is constrained.

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Citations
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Optimum Designs for Parameter Estimation in Linear Mixture Models with Synergistic Effects

TL;DR: In this article, the authors derived optimum designs for parameter estimation in a mixture experiment when the response function is linear in the mixing components with some synergistic effects using the equivalence theorem.
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Optimum mixture designs in a restricted region

TL;DR: In this paper, an ellipsoidal subspace of the entire factor space which does not cover the vertex points of the simplex is used as a support point of the optimum design.
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Pseudo-Bayesian A-optimal designs for estimating the point of maximum in component-amount Darroch–Waller mixture model

TL;DR: In this paper, Mandal et al. considered an additive quadratic mixture model, proposed by Darroch and Waller (1985), when the amount of mixture is taken into account, and obtained the A -optimal designs for the estimation of optimum proportions, adopting the approach of Pal and Mandal (2006).
Journal ArticleDOI

Optimum mixture designs in some constrained experimental regions

TL;DR: In this article, an attempt has been made to find optimum designs when the experimental region is a simplex or is cuboidal inside the simplex and does not contain the extreme points.
References
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Journal ArticleDOI

Optimum Designs in Regression Problems

TL;DR: In this paper, the authors consider the problem of finding an optimum design of experiments in regression problems, where the desired inference concerns one of the regression coefficients, and illustrative examples will be given in Section 3.
Journal ArticleDOI

General Equivalence Theory for Optimum Designs (Approximate Theory)

J. Kiefer
- 01 Sep 1974 - 
TL;DR: For general optimality criteria, this article obtained criteria equivalent to $\Phi$-optimality under various conditions on ''Phi'' and showed that such equivalent criteria are useful for analytic or machine computation of ''phi''-optimum designs.
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