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논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 발행연도
- 2016.12
- 수록면
- 1,645 - 1,651 (7page)
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A lot of data, particularly in the medical field, contain variables that have a mea-surement error such as blood pressure and body mass index. On the other hand, recently smoothing methods are often used to solve a complex scientific problem. In this paper, we study a Bayesian curve-fitting under functional measurement error model. Espe-cially, we extend our previous model by incorporating covariates free of measurement error. In this paper, we consider penalized splines for non-linear pattern. We employ a hierarchical Bayesian framework based on Markov Chain Monte Carlo methodology for fitting the model and estimating parameters. For application we use the data from the fifth wave (2012) of the Korea National Health and Nutrition Examination Survey data, a national population-based data. To examine the convergence of MCMC sam-pling, potential scale reduction factors are used and we also confirm a model selection criteria to check the performance.
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참고문헌 (10)
참고문헌 신청
[학술지(정기간행물)] - Arima S. / 2014 / Bayesian estimators for small area models when auxiliary information is measured with error / Scandinavian Journal of Statistics 42 : 518 ~ 529
[단행본] - Carlin, B. O. / 2009 / Bayesian methods for data analysis / Chapman & Hall/CRC
[학술지(정기간행물)] - Gelman, A. E. / 1992 / Inference from iterative simulation(with discussion) / Statistical Science 7 : 457 ~ 511
[학술지(정기간행물)] - Ghosh, M. / 1986 / Empirical Bayes estimation in nite population sampling / Journal of the American Statistical Association 81 : 1058 ~ 1062
[단행본] - Ghosh, M. / 1996 / Bayesian Methods for Finite Population Sampling / Chapman & Hall
[단행본] - Carlin, B. O. / 2009 / Bayesian methods for data analysis / Chapman & Hall/CRC
[학술지(정기간행물)] - Gelman, A. E. / 1992 / Inference from iterative simulation(with discussion) / Statistical Science 7 : 457 ~ 511
[학술지(정기간행물)] - Ghosh, M. / 1986 / Empirical Bayes estimation in nite population sampling / Journal of the American Statistical Association 81 : 1058 ~ 1062
[단행본] - Ghosh, M. / 1996 / Bayesian Methods for Finite Population Sampling / Chapman & Hall
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UCI(KEPA) : I410-ECN-0101-2018-041-001378869