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A Study on the Application of Constrained Bayes Estimation for Product Quality Control

Constrained 베이즈 추정방식의 제품 품질관리 활용방안에 관한 연구

  • 김태규 (한남대학교 비즈니스 통계학과) ;
  • 김명준 (한남대학교 비즈니스 통계학과)
  • Received : 2015.02.02
  • Accepted : 2015.03.02
  • Published : 2015.03.31

Abstract

Purpose: The purpose of this study is to apply the constrained Bayesian estimation methodology for product quality control process and prove the effectiveness of the product management by comparing with the well-known Bayes estimator through data performance result. Methods: The Bayes and constrained Bayes estimators were produced based on the theoretical background and for confirming the effectiveness of suggested application, the deviation index was defined and calculated for the comparison. Results: The statistical analysis result shows that applying the suggested estimation methodology, that is, constrained Bayes estimator improves the effectiveness of the index with regard to reduce the error by matching the first two empirical moments. Conclusion: Considering the advanced Bayesian approaches such as constrained Bayes estimation for the product quality control process, the newly defined deviation index reduces the error for estimating the parameter histogram which is reflected both location and deviation parameters and furthermore various Bayesian perspective approaches seems to be meaningful for managing the product quality control process.

Keywords

References

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