128
Views
9
CrossRef citations to date
0
Altmetric
Original Articles

A Bayesian Adjustment for Covariate Misclassification with Correlated Binary Outcome Data

&
Pages 1019-1034 | Published online: 15 Nov 2007

References

  • Barron , B. A. 1977 . The effects of misclassification on the estimation of relative risk . Biometrics , 33 : 414 – 418 .
  • Booth , J. G. and Hobert , J. P. 1999 . Maximizing generalized linear mixed model likelihoods with an automated Monte Carlo EM algorithm . Journal of the Royal Statistical Society B , 61 : 265 – 285 .
  • Brenner , H. 1996 . How independent are mutiple ‘independent’ diagnostic classification? . Statistics in Medicine , 15 : 1377 – 1386 .
  • Breslow , N. E. and Clayton , D. G. 1993 . Approximate inference in generalized linear mixed models . Journal of the American Statistical Association , 88 : 9 – 25 .
  • Carroll , R. J. , Rupert , D. and Stefanski , L. A. 1995 . Measurement Error in Nonlinear Models , New York : Chapman and Hall .
  • Chen , T. T. 1989 . A review of methods for misclassified categorical data and epidemiology . Statistics in Medicine , 8 : 1095 – 1106 .
  • Copeland , K. T. , Checkoway , H. , McMichael , A. J. and Holbrook , R. H. 1977 . Bias due to misclassification in the estimation of relative risks . American Journal of Epidemiology , 105 : 488 – 495 .
  • Cowles , M. K. and Carlin , B. P. 1996 . Markov chain Monte Carlo convergence diagnostics: A comparative review . Journal of the American Statistical Association , 91 : 883 – 904 .
  • Dempster , A. , Laird , N. and Rubin , D. 1977 . Maximum likelihood from incomplete data via the EM algorithm . Journal of the Royal Statistical Society, Series B , 39 : 1 – 38 .
  • Drews , C. D. , Flanders , W. D. and Kosinski , A. S. 1993 . Use of two data sources to estimate odds ratios in case-control studies . Epidemiology , 4 : 327 – 335 .
  • Fine , M. J. , Auble , T. E. Yearly , D. M. 1997 . A prediction rule to identify low-risk patients with community-acquired pneumonia . The New England Journal of Medicine , 336 : 243 – 250 .
  • Gelfand , A. E. and Smith , A. F. M. 1990 . Sampling-based approaches to calculating marginal densities . Journal of the American Statistical Association , 85 : 398 – 409 .
  • Gelman , A. and Rubin , D. B. 1992 . Inference from iterative simulation using multiple sequences . Statistical Science , 7 : 457 – 511 .
  • Geweke , J. 1992 . “ Evaluating the accuracy of sampling-based approaches to the calculation of posterior moments ” . In Bayesian Statistics , Edited by: Bernardo , J. M. , Berger , J. , David , A. P. and Smith , A. F. M. Vol. 4 , 169 – 193 . Oxford : Oxford University Press .
  • Greenland , S. 1980 . The effect of misclassification in the presence of covariates . American Journal of Epidemiology , 112 : 564 – 569 .
  • Greenland , S. 1982 . The effects of misclassification in matched-pair case-control studies . American Journal of Epidemiology , 116 : 402 – 406 .
  • Greenland , S. and Kleinbaum , D. G. 1983 . Correcting for misclassification in two way tables and matched-pair studies . International Journal of Epidemiology , 12 : 93 – 97 .
  • Gullen , W. H. , Berman , J. E. and Johnson , E. A. 1968 . Effects of misclassification in epidemiologic studies . Public Health Reports , 53 : 1956 – 1965 .
  • Gustafson , P. 2004 . Measurement Error and Misclassification in Statistics and Epidemiology: Impacts and Bayesian Adjustments , New York : Chapman and Hall .
  • Hastings , W. K. 1970 . Monte Carlo sampling methods using Markov chains and their applications . Biometrica , 57 : 97 – 109 .
  • Heidelberger , P. and Welch , P. 1983 . Simulation run length control in the presence of an initial transient . Operations Research , 31 : 1109 – 1114 .
  • Hui , S. L. and Walter , S. D. 1980 . Estimating the error rates of diagnostic tests . Biometrics , 36 : 167 – 171 .
  • Johnson , W. O. , Gastwirth , J. L. and Pearson , L. M. 2001 . Screening without a ‘Gold Standard’: the Hui-Walter paradigm revisted . American Journal of Epidemiology , 153 : 921 – 924 .
  • Joseph , L. , Gyorkos , T. W. and Coupal , L. 1995 . Bayesian estimation of disease prevalence and the parameters of diagnostic tests in the absence of a gold standard . American Journal of Epidemiology , 141 : 263 – 272 .
  • Kosinski , A. S. and Flanders , W. D. 1999 . Evaluating the exposure and disease relationship with adjustment for different types of exposure misclassification: a regression approach . Statistics in Medicine , 18 : 2795 – 2808 .
  • Ko , H. and Davidian , M. 2000 . Correcting for measurement error in individual-level covariates in nonlinear mixed effects models . Biometrics , 56 : 368 – 375 .
  • Kristensen , P. 1992 . Bias from nondifferential but dependent misclassification of exposure and outcome . Epidemiology , 3 : 210 – 215 .
  • Louis , T. A. 1982 . Finding the observed information matrix when using the EM algorithm . Journal of the Royal Statistical Society, Series B , 44 : 226 – 233 .
  • Newell , D. J. 1962 . Errors in the interpretation of errors in epidemiology . American Journal of Public Health , 52 : 1925 – 1928 .
  • Rabe-Hesketh , S , Skrondal , A. and Pickles , A. 2002 . Reliable estimation of generalized linear mixed models using adaptive quadrature . The Stata Journal , 2 : 1 – 21 .
  • Raftery , A. L. and Lewis , S. 1992 . “ How many iterations in the Gibbs sampler? ” . In Bayesian Statistics , Edited by: Bernardo , J. M. , Berger , J. O. , Dawid , A. P. and Smith , A. F. M. Vol. 4 , Oxford : Oxford University Press .
  • Richardson , S. and Gilks , W. R. 1993a . Conditional independence models for epidemiological studies with covariate measurement error . Statistics in Medicine , 12 : 1703 – 1722 .
  • Richardson , S. and Gilks , W. R. 1993b . A Bayesian approach to measurement error problems in epidemiology using conditional independence models . American Journal of Epidemiology , 138 : 430 – 442 .
  • Sheps , S. B. and Schechter , M. T. 1984 . The assessment of diagnostic tests . Journal of the American Medical Association , 17 : 2418 – 2422 .
  • Smith , B. J. 2000 . Bayesian Output Analysis Program (BOA) Version 0.5.0 User Manual , Ames, Iowa : Department of Biostatistics, College of Public Health, University of Iowa .
  • Spiegelhalter , D. J. , Thomas , A. and Best , N. G. 1999 . “ Win-BUGS, Version 1.2. Technical Report ” . Cambridge, , UK : University of Cambridge MRC Biostatistics Unit .
  • Viana , M. A.G. 1994 . Bayesian small-sample estimation of misclassified multinomial data . Biometrics , 50 : 237 – 243 .
  • Walker , A. M. and Blettner , M. 1985 . Comparing imperfect measures of exposure . American Journal of Epidemiology , 121 : 783 – 790 .
  • Yealy , D. M. , Auble , T. E. , Stone , R. A. , Lave , J. R. , Meehan , T. P. , Graff , L. G. , Fine , J. M. , Obrosky , D. S. , Edick , S. M. , Hough , L. J. , Tuozzo , K. and Fine , M. J. 2004 . The Emergency Department Community-Acquired Pneumonia Trial: Methodogy of a quality improvement intervention . Annals of Emergency Medicine , 43 : 770 – 781 .
  • Zeger , S. L. and Karim , M. R. 1991 . Generalized linear models with random effects: A Gibbs sampling approach . Journal of the American Statistical Association , 86 : 79 – 86 .

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.