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缺失数据下Jackknife方差估计量的渐近设计无偏性 被引量:2

ASYMPTOTIC DESIGN-UNBIASEDNESS OF JACKKNIFE VARIANCE ESTIMATORS IN THE PRESENCE OF MISSING DATA
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摘要 在实际的调查中经常会出现缺失数据.如何处理这种情况下总体目标量的估计是一个重要问题.Zou等(2002)对缺失数据情况下的样本轮换方法证明了他们所提出的线性化.Jackknife方差估计量在均匀回答下是估计量方差的近似的设计无偏估计.这一性质对于.Jackknife方差估计量的使用提供了重要依据.对于其它情况下.Jackknife方差估计量是否也具有这一性质无疑是一个有意义的问题.作者旨在研究文献中已提出的若干.Jackknife方差估计量的渐近设计无偏性.我们的结果表明Zou等(2002)所注意到的Jackknife方差估计量的渐近设计无偏性具有一定的普遍性。 In practical surveys, non-response is often unavoidable. How to estimate the population quantities of interest is an important problem in this case. Recently, Zou et al. (2002) have found that for the sample rotation method with missing data, Jackknife variance estimators they proposed are asymptotically design-unbiased under uniform response. This properly provides a solid basis to use Jackknife variance estimators. This paper aims at studying the similar property of some other Jackknife variance estimators existing in the literature. Our results show that the asymptotic design-unbiasedness for Jackknife variance estimators universally holds.
作者 刘礼 邹国华
出处 《系统科学与数学》 CSCD 北大核心 2006年第4期491-503,共13页 Journal of Systems Science and Mathematical Sciences
基金 国家自然科学基金(70221001 10471043) 国家社会科学基金(04CTJ001)资助课题
关键词 无回答 缺失数据 比率插补 Jackknife方差估计 渐近设计无偏. Asymptotic design-unbiasedness, Jackknife variance estimator, missing data,non-response, ratio imputation.
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参考文献11

  • 1Rao J N K and Shao J.Jackknife variance estimation with survey data under hot deck imputation.Biometrika,1992,79:811-822.
  • 2Rao J N K and Sitter R R.Variance estimation under two-phase sampling with application to imputation for missing data.Biometrika,1995,82:453-460.
  • 3Rao J N K.On variance estimation with imputed survey data.Journal of the American Statistical Association,1996,91:499-506.
  • 4Sitter R R and Rao J N K.Imputation for missing values and corresponding variance estimation.The Canadian Journal of Statistics,1997,25:61 73.
  • 5Zou G H,Li Y F and Feng S Y.A new imputation method for missing data and its application.The 5th ICSA conference,Hong Kong,2001.
  • 6Turkey J W.Bias and confidence in not-quiet large samples (Abstract).Annals of Mathematical Statistics,1958,29:614.
  • 7Durbin J.A note on the application of Quenouille's method of bias reduction to the estimation of ratios.Biometrika,1959,46:477-480.
  • 8Zou G H,Feng S Y and Qin H Z.Sample rotation theory with missing data.Science in China Ser.A,2002,45:42-63.
  • 9Zou G H and Feng S Y.Sample rotation method with missing data.The 4th ICSA Conference,Kunming,1998.
  • 10Skinner C J and Rao J N K.Jackknife variance estimation for multivariate statistics under hotdeck imputation from common donors.Journal of Statistical Planning and Inference,2002,102:149-167.

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