Outlier robust orthogonal uniform composite designs for third-order models

Outliers are outrageous values that occur in an experiment and can almost be inevitable. The presence of outliers in an experiment can affect the results of a response surface design due to disruption in the design's structure. In this paper, a new class of orthogonal uniform composite designs (OUCD4) for fitting third-order response surface model are constructed using the minimax outlying effect criterion that minimizes the maximum outlying effect. These constructed designs referred to as orthogonal uniform composite minimax outlying (OUCO4) designs are robust to a single outlier. The OUCO4 designs are shown to be more efficient in terms of relative efficiency compared to the OUCD4.

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Publication Details

Journal
Communications in Statistics - Simulation and Computation
Published
2024-08-19
DOI
https://doi.org/10.1080/03610918.2024.2386559
Primary Topic
Optimal Experimental Design Methods
Type
article
Field-Weighted Citation Impact
0.00

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article

Outlier robust orthogonal uniform composite designs for third-order models

Brenda Mbouamba Yankam, Abimibola Victoria Oladugba
Communications in Statistics - Simulation and Computation
Optimal Experimental Design Methods
article

Outlier robust orthogonal uniform composite designs for third-order models

Brenda Mbouamba Yankam, Abimibola Victoria Oladugba
article en

Abstract

Outliers are outrageous values that occur in an experiment and can almost be inevitable. The presence of outliers in an experiment can affect the results of a response surface design due to disruption in the design's structure. In this paper, a new class of orthogonal uniform composite designs (OUCD4) for fitting third-order response surface model are constructed using the minimax outlying effect criterion that minimizes the maximum outlying effect. These constructed designs referred to as orthogonal uniform composite minimax outlying (OUCO4) designs are robust to a single outlier. The OUCO4 designs are shown to be more efficient in terms of relative efficiency compared to the OUCD4.

Communications in Statistics - Simulation and ComputationVol. 54(11)
University of Nigeria (NG)
Deutscher Akademischer Austauschdienst
Openalex Percentile: Top 84%
Optimal Experimental Design Methods
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