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The Cut-off Point Based on MSE in Modified Cut-off Sampling

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Modified cut-off sampling is widely used for highly skewed data. A serious drawback of modified cut-off sampling is adjustment of non-response in take-all stratum. Therefore, the problems of non-response in take-all stratum have been studied in various way such as substitute of samples, imputation or re-weight method. In this paper, instead of considering imputation or re-weight method in take-all stratum, a sample design which can reduce the number of take-all stratum including non-response samples is suggested by minimizing . Simulation studies are performed and Labor Survey data are used for the case study.

Abstract

Modified cut-off sampling is widely used for highly skewed data. A serious drawback of modified cut-off sampling is adjustment of non-response in take-all stratum. Therefore, the problems of non-response in take-all stratum have been studied in various way such as substitute of samples, imputation or re-weight method. In this paper, instead of considering imputation or re-weight method in take-all stratum, a sample design which can reduce the number of take-all stratum including non-response samples is suggested by minimizing . Simulation studies are performed and Labor Survey data are used for the case study.

참고문헌 (11)

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  3. Kish, L., "Survey Sampling" (1995), John Wiley & Sons
  4. 이상은, "BLS 무응답 보정법을 이용한 대체법과 이월대체법에 관한 연구", 응용통계연구, 23(5), pp.909~921 (2010), 한국통계학회
  5. Little, R.J.A., "Statistical analysis with missing data" (2002), John Wiley and Sons
  6. Mueller, K., "Nonresponse Adjustment in Certainty Strata for an Establishment Survey", Proceedings of the Section on Survey (1995), ASA
  7. 박기덕, "패널자료의 무응답 대체법", 한국통계학회 논문집, 17(6), pp.899~907 (2010), 한국통계학회
  8. Roberto Benedetti, "A Framework for Cut-off Sampling in Business Survey Design", Journal of Official Statistics, 26(4), pp.651~671 (2010)
  9. Rubin, D.B., "Multiple imputation for nonresponse in survey" (1987), John Wiley and Sons
  10. Shin, M.W., "Sample Design for Sample Survey" (2001), Kyowoo Sa
  11. Shao, J., "Variance Estimation in the Presence of Nonrespondents and Certainty Strata", Survey Methodology, 36, pp.215~225 (2009)

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