135
Views
1
CrossRef citations to date
0
Altmetric
Original Articles

Robust estimation of dropout models using hierarchical likelihood

, &
Pages 693-706 | Received 15 Aug 2007, Accepted 06 Nov 2009, Published online: 29 Nov 2010

References

  • Schafer , J. L. 1997 . Analysis of Incomplete Multivariate Data , London : Chapman & Hall/CRC .
  • Little , R. J.A. and Rubin , D. B. 2002 . Statistical Analysis with Missing Data, , 2 , Chichester : John Wiley .
  • Molenberghs , G. and Kenward , M. G. 2007 . Missing Data in Clinical Studies , Chichester : Wiley .
  • Kenward , M. G. 1998 . Selection models for repeated measurements with non-random dropout: An illustration of sensitivity . Stat. Med. , 17 : 2723 – 2732 .
  • Scharfstein , D. O. , Rotnizky , A. and Robins , J. M. 1999 . Adjusting for nonignorable drop-out using semiparametric nonresponse models (with discussion) . J. Am. Stat. Assoc. , 94 : 1096 – 1146 .
  • Carpenter , J. , Pocock , S. and Lamm , C. J. 2002 . Coping with missing data in clinical trials: A model based approach applied to asthma trials . Stat. Med. , 21 : 1043 – 1066 .
  • Little , R. J.A. and Yau , L. 1996 . Intent-to-treat analysis for longitudinal studies with drop-outs . Biometrics , 52 : 471 – 483 .
  • Little , R. J.A. 1995 . Modeling the drop-out mechanism in repeated-measures studies . J. Am. Stat. Assoc. , 90 : 1112 – 1121 .
  • Diggle , P. and Kenward , M. G. 1994 . Informative drop-out in longitudinal data analysis . Appl. Stat. , 43 : 49 – 93 .
  • Rubin , D. B. 1976 . Inference and missing data . Biometrika , 63 : 581 – 592 .
  • Molenberghs , G. , Beunckens , C. , Sotto , C. and Kenward , M. G. 2008 . Every missing not at random model has got a missing at random counterpart with equal fit . J. R. Stat. Soc. Ser. B , 70 : 371 – 388 .
  • Molenberghs , G. , Verbeke , G. , Thijs , H. , Lesaffre , E. and Kenward , M. G. 2001 . Influence analysis to assess sensitivity of the dropout process . Comput. Stat. Data Anal. , 37 : 93 – 113 .
  • Cantoni , E. and Ronchetti , E. 2006 . A robust approach for skewed and heavy-tailed outcomes in the analysis of health care expenditures . J. Health Econ. , 25 : 198 – 213 .
  • Lange , K. L. , Little , R. J.A. and Taylor , J. M.G. 1989 . Robust statistical modelling using the t-distribution . J. Am. Stat. Assoc. , 84 : 881 – 896 .
  • Gad , A. M. 1999 . Fitting selection models to longitudinal data with dropout using the stochastic EM algorithm Ph.D. thesis, Department of Statistics, University of Kent at Canterbury, UK
  • Pinheiro , J. C. , Liu , C. and Wu , Y. N. 2001 . Efficient algorithms for robust estimation in linear mixed-models using the multivariate t distribution . J. Comput. Graph. Stat. , 10 : 249 – 276 .
  • Noh , M. and Lee , Y. 2007 . Robust modelling for inference from GLM classes . J. Am. Stat. Assoc. , 102 : 1059 – 1072 .
  • Sinha , S. K. 2004 . Robust analysis of generalized linear mixed models . J. Am. Stat. Assoc. , 99 : 451 – 460 .
  • Rousseeuw , P. J. and van Zomeren , B. C. 1990 . Unmasking multivariate outliers and leverage points . J. Am. Stat. Assoc. , 85 : 633 – 639 .
  • Lee , Y. and Nelder , J. A. 1996 . Hierarchical generalized linear models (with discussion) . J. R. Stat. Soc. Ser. B , 58 : 619 – 678 .
  • Lee , Y. and Nelder , J. A. 2001 . Hierarchical generalized linear models: A synthesis of generalized linear models, random-effect model and structured dispersion . Biometrika , 88 : 987 – 1006 .
  • Huber , P. , Ronchetti , E. and Victoria-Feser , M. P. 2004 . Estimation of generalized linear latent variable models . J. R. Stat. Soc. Ser. B, , 66 : 893 – 908 .
  • Yun , S. , Lee , Y. and Kenward , M. G. 2007 . Using H-likelihood for missing observations . Biometrika , 94 : 905 – 919 .
  • Cook , R. D. and Weisberg , S. 1982 . Residuals and Influence in Regression , New York : Chapman and Hall .

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.