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Finding Cost-Effective Mixtures Robust to Noise Variables in Mixture-Process Experiments
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  • Finding Cost-Effective Mixtures Robust to Noise Variables in Mixture-Process Experiments
  • Finding Cost-Effective Mixtures Robust to Noise Variables in Mixture-Process Experiments
저자명
Lim. Yong B.
간행물명
Communications for statistical applications and methods
권/호정보
2014년|21권 2호|pp.161-168 (8 pages)
발행정보
한국통계학회
파일정보
정기간행물|ENG|
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이 논문은 한국과학기술정보연구원과 논문 연계를 통해 무료로 제공되는 원문입니다.
서지반출

기타언어초록

In mixture experiments with process variables, we consider the case that some of process variables are either uncontrollable or hard to control, which are called noise variables. Given the such mixture experimental data with process variables, first we study how to search for candidate models. Good candidate models are screened by the sequential variables selection method and checking the residual plots for the validity of the model assumption. Two methods, which use numerical optimization methods proposed by Derringer and Suich (1980) and minimization of the weighted expected loss, are proposed to find a cost-effective robust optimal condition in which the performance of the mean as well as the variance of the response for each of the candidate models is well-behaved under the cost restriction of the mixture. The proposed methods are illustrated with the well known fish patties texture example described by Cornell (2002).