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Original Articles

Comparing diagnostic tests with missing data

, &
Pages 1207-1222 | Received 14 Oct 2009, Accepted 10 Apr 2010, Published online: 18 Mar 2011

References

  • Alonzo , T. A. 2005 . Verification bias-corrected estimators of the relative true and false positive rates of two binary screening tests . Stat. Med. , 24 : 403 – 417 .
  • Baker , S. G. 1995 . Evaluating multiple diagnostic tests with partial verification . Biometrics , 51 : 330 – 337 .
  • Baker , S. G. and Laird , N. M. 1988 . Regression analysis for categorical variables with outcome subject to nonignorable nonresponse . J. Amer. Statist. Assoc. , 83 : 62 – 69 . 1232 (correction)
  • Barnhart , H. X. and Kosinski , A. S. 2003 . Evaluating medical diagnostic tests at the subunit level in the presence of verification bias . Stat. Med. , 22 : 2161 – 2176 .
  • Begg , C. B. and Greenes , R. A. 1983 . Assessment of diagnostic tests when disease verification is subject to selection bias . Biometrics , 39 : 206 – 215 .
  • Fleiss , J. L. , Levin , B. and Paik , M. C. 2003 . Statistical Methods for Rates and Proportions , 3 , New York : John Wiley & Sons .
  • Grizzle , J. E. , Starmer , C. F. and Koch , G. G. 1969 . Analysis of categorical data by linear models . Biometrics , 25 : 489 – 504 .
  • Harel , O. and Zhou , X.-H. 2007 . Multiple imputation for the comparison of two screening tests in two-phase Alzheimer studies . Stat. Med. , 26 : 2370 – 2388 .
  • Imrey , P. B. , Koch , G. G. , Stokes , M. E. , Darroch , J. N. , Freeman Jr , D. H. and Tolley , H. D. 1981 . Categorical data analysis: Some reflections on the log linear model and logistic regression. Part I: Historical and methodological overview . Int. Statist. Rev. , 49 : 265 – 283 .
  • Imrey , P. B. , Koch , G. G. , Stokes , M. E. , Darroch , J. N. , Freeman Jr , D. H. and Tolley , H. D. 1982 . Categorical data analysis: Some reflections on the log linear model and logistic regression. Part II: Data analysis . Int. Statist. Rev. , 50 : 35 – 63 .
  • Kenward , M. G. and Molenberghs , G. 1998 . Likelihood based frequentist inference when data are missing at random . Statist. Sci. , 13 : 236 – 247 .
  • Koch , G. G. , Imrey , P. B. , Singer , J. M. , Atkinson , S. S. and Stokes , M. E. 1985 . Analysis of Categorical Data , Montréal : Les Presses de L'Université de Montréal .
  • Kosinski , A. S. and Barnhart , H. X. 2003 . Accounting for nonignorable verification bias in assessment of diagnostic tests . Biometrics , 59 : 163 – 171 .
  • Kosinski , A. S. and Barnhart , H. X. 2003 . A global sensitivity analysis of performance of a medical diagnostic test when verification bias is present . Stat. Med. , 22 : 2711 – 2721 .
  • Liang , K.-Y. and Zeger , S. L. 1986 . Longitudinal data analysis using generalized linear models . Biometrika , 73 : 13 – 22 .
  • Little , R. J.A. and Rubin , D. B. 2002 . Statistical Analysis with Missing Data , 2 , New York : John Wiley & Sons .
  • Lu , Y. , Heller , D. N. and Zhao , S. 2002 . Receiver operating characteristic (ROC) analysis for diagnostic examinations with uninterpretable cases . Stat. Med. , 21 : 1849 – 1865 .
  • Metz , C. E. , Herman , B. A. and Roe , C. A. 1998 . Statistical comparison of two ROC-curve estimates obtained from partially-paired datasets . Med. Decis. Making , 18 : 110 – 121 .
  • Michiels , B. and Molenberghs , G. 1997 . Protective estimation of longitudinal categorical data with nonrandom dropout . Comm. Statist. Theory Methods , 26 : 65 – 94 .
  • Molenberghs , G. , Goetghebeurg , E. , Lipsitz , S. R. and Kenward , M. G. 1999 . Nonrandom missingness in categorical data: Strengths and limitations . Amer. Statist. , 53 : 110 – 118 .
  • Molenberghs , G. , Kenward , M. G. and Goetghebeur , E. 2001 . Sensitivity analysis for incomplete contingency tables: The Slovenian plebiscite case . J. Roy. Statist. Soc. Ser. C , 50 : 15 – 29 .
  • Paulino , C. D. 1991 . Analysis of incomplete categorical data: A survey of the conditional maximum likelihood and weighted least squares approaches . Braz. J. Probab. Stat. , 5 : 1 – 42 .
  • Pepe , M. S. 2003 . “ The Statistical Evaluation of Medical Tests for Classification and Prediction ” . Oxford : Oxford University Press .
  • Poleto , F. Z. , Singer , J. M. and Paulino , C. D. 2011 . Missing data mechanisms and their implications on the analysis of categorical data . Statist. Comput. , 21 : 31 – 43 .
  • Poleto , F. Z. , Singer , J. M. and Paulino , C. D. “ A product-multinomial framework for categorical data analysis with missing responses ” . Tech. Rep., Instituto de Matemática e Estatística, Universidade de São Paulo, Brazil, preprint (2010), submitted for publication Available at http://www.poleto.com/missing.html
  • R Development Core Team . 2009 . R: a Language and Environment for Statistical Computing , Vienna : R Foundation for Statistical Computing .
  • Rubin , D. B. 1974 . Characterizing the estimation of parameters in incomplete-data problems . J. Amer. Statist. Assoc. , 69 : 467 – 474 .
  • Rubin , D. B. 1976 . Inference and missing data . Biometrika , 63 : 581 – 592 .
  • Rubin , D. B. 1987 . Multiple Imputation for Nonresponse in Surveys , New York : John Wiley & Sons .
  • Soares , P. and Paulino , C. D. 2001 . Incomplete categorical data analysis: A Bayesian perspective . J. Stat. Comput. Simul. , 69 : 157 – 170 .
  • Soares , P. and Paulino , C. D. Log-linear analysis for coarse categorical data, in Invited Paper Meeting no. 15 (Bayesian Theory and Practice) . Proceedings of the 56th Session of the International Statistical Institute, Bulletin of the International Statistical Institute (electronic version) . pp. 22 – 29 . Lisbon August http://isi.cbs.nl/bulletin.htm
  • Zhou , X.-H. 1993 . Maximum likelihood estimators of sensitivity and specificity corrected for verification bias . Comm. Statist. Theory Methods , 22 : 3177 – 3198 .
  • Zhou , X.-H. 1994 . Effect of verification bias on positive and negative predictive values . Stat. Med. , 13 : 1737 – 1745 .
  • Zhou , X.-H. 1998 . Comparing accuracies of two screening tests in a two-phase study for dementia . J. Roy. Statist. Soc. Ser. C , 47 : 135 – 147 .
  • Zhou , X.-H. 1998 . Correcting for verification bias in studies of a diagnostic test's accuracy . Stat. Methods Med. Res. , 7 : 337 – 353 .
  • Zhou , X.-H. and Castelluccio , P. 2004 . Adjusting for non-ignorable verification bias in clinical studies for Alzheimer's disease . Stat. Med. , 23 : 221 – 230 .
  • Zhou , X.-H. and Gatsonis , C. A. 1996 . A simple method for comparing correlated ROC curves using incomplete data . Stat. Med. , 15 : 1687 – 1693 .
  • Zhou , X.-H. and Higgs , R. E. 2000 . Assessing the relative accuracies of two screening tests in the presence of verification bias . Stat. Med. , 19 : 1697 – 1705 .
  • Zhou , X.-H. , Obuchowski , N. A. and McClish , D. K. 2002 . Statistical Methods in Diagnostic Medicine , New York : John Wiley & Sons .

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