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Journal of Statistical Computation and Simulation Volume 89, 2019 - Issue 17
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Articles

Robust inference for estimating equations with nonignorably missing data based on SIR algorithm

Yunquan SongCollege of Science, China University of Petroleum, Qingdao, People's Republic of ChinaCorrespondence[email protected]
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,
Yanji ZhuCollege of Science, China University of Petroleum, Qingdao, People's Republic of ChinaView further author information
,
Xiuli WangSchool of Mathematical Science, Shandong Normal University, Jinan, People's Republic of ChinaView further author information
&
Lu LinSchool of Mathematical Sciences, Shandong University, Jinan, People's Republic of ChinaView further author information
Pages 3196-3212 | Received 05 Feb 2018, Accepted 17 Aug 2019, Published online: 25 Aug 2019

References

  • Hansen LP. Large sample properties of generalized method of moments estimators. Econometrica. 1982;50:1029–1054. doi: 10.2307/1912775
  • Kim JK, Yu CL. A semiparametric estimation of mean functions with nonignorable missing data. J Am Stat Assoc. 2011;106:157–165. doi: 10.1198/jasa.2011.tm10104
  • Greenlees JS, Reece WS, Zieschang KD. Imputation of missing values when the probability of response depends on the variable being imputed. J Am Stat Assoc. 1982;77:251–261. doi: 10.1080/01621459.1982.10477793
  • Ibrahim JG, Chen MH, Lipsitz SR. Missing responses in generalised linear mixed models when the missing data mechanism is nonignorable. Biometrika. 2001;88:551–564. doi: 10.1093/biomet/88.2.551
  • Qin J, Leung D, Shao J. Estimation with survey data under nonignorable nonresponse or informative sampling. J Am Stat Assoc. 2002;97:193–200. doi: 10.1198/016214502753479338
  • Tang NS, Zhao PY. Empirical likelihood-based inference in nonlinear regression models with missing responses at random. Stat. 2013;47:1141–1159. doi: 10.1080/02331888.2012.658807
  • Gao SJ. A shared random effect parameter approach for longitudinal dementia data with non-ignorable missing data. Stat Med. 2004;23(2):211–219. doi: 10.1002/sim.1710
  • Holman R, Glas CAW. Modelling non-ignorable missing-data mechanisms with item response theory models. Brit J Math Stat Psy. 2005;58:1–17. doi: 10.1111/j.2044-8317.2005.tb00312.x
  • Tang NS, Zhao PY, Zhu HT. Empirical likelihood for estimating equations with nonignorable missing data. Stat Sin. 2014;24:723–747.
  • Wang S, Shao J, Kim JK. An instrumental variable approach for identification and estimation with nonignorable nonresponse. Stat Sinica. 2014;24:1097–1116.
  • Zhao J, Shao J. Semiparametric pseudo-likelihoods in generalized linear models with nonignorable missing data. J Am Stat Assoc. 2015;110(512):1577–1590. doi: 10.1080/01621459.2014.983234
  • Shao J, Wang L. Semiparametric inverse propensity weighting for nonignorable missing data. Biometrika. 2016;103:175–187. doi: 10.1093/biomet/asv071
  • Cui X, Guo JH, Yang GR. On the identifiability and estimation of generalized linear models with parametric nonignorable missing data mechanism. Comput Stat Data Anal. 2017;107:64–80. doi: 10.1016/j.csda.2016.10.017
  • Zhao PY, Tang NS, Jiang DP. Efficient inverse probability weighting method for quantile regression with nonignorable missing data. Statistics. 2017;51:363–386. doi: 10.1080/02331888.2016.1268615
  • Zhang YQ, Tang NS. Bayesian local influence analysis of general estimating equations with nonignorable missing data. Comput Stat Data Anal. 2017;105:184–200. doi: 10.1016/j.csda.2016.08.010
  • Guan Z, Qin J. Empirical likelihood method for non-ignorable missing data problems. Lifetime Data Anal. 2017;23:113–135. doi: 10.1007/s10985-016-9381-0
  • Paik MH, Larsen MD. Handling nonignorable nonresponse with respondent modeling and the SIR algorithm. J Stat Plan Inference. 2014;145:179–189. doi: 10.1016/j.jspi.2013.09.004
  • Zhou Y, Wan ATK, Wang XJ. Estimating equations inference with missing data. J Am Stat Assoc. 2008;103:1187–1199. doi: 10.1198/016214508000000535

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