A cautionary case study of approaches to the treatment of missing data
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Allison PD (2001) Missing data. Sage Publications, Thousand Oaks
Ambler G, Omar RZ (2007) A comparison of imputation techniques for handling missing predictor values in a risk model with a binary outcome. Stat Methods Med Res 16: 277–298
Anderson AB, Basilevsky A, Hum DPJ (1983) Missing data: a review of the literature. In: Rossi, Wright, Anderson (eds) Handbook of survey research. Academic Press, New York
Breen N, Kessler L (1994) Changes in the use of screening mammography: evidence from the 1987 and 1990 National Health Interview Surveys. Am J Public Health 84: 62–72
Carpenter JR, Kenward MG, White IR (2007) Sensitivity analysis after multiple imputation under missing at random: a weighting approach. Stat Methods Med Res 16: 259–275
Farewell VT (1979) Some results on the estimation of logistic models based on retrospective data. Biometrika 66: 533–538
Fox J (1997) Applied regression analysis, linear models, and related methods. Sage Publications, Thousand Oaks
Fox SA, Siu AL, Stein JA (1994) The importance of physician communication on breast-cancer screening of older women. Arch Intern Med 154: 2058–2068
Fox SA, Pitkin K, Paul C, Carson S, Duan N (1998) Breast cancer screening adherence: does church attendance matter?. Health Educ Behav 25: 742–758
Groves RM, Singer E, Corning A (2000) Leverage–Saliency theory of survey participation. Public Opin Q 64: 299–308
Heckman J (1976) The common structure of statistical models of truncation, sample selection, and limited dependent variables, and a simple estimator for such models. Ann Econ Soc Meas 5: 475–492
Jones MP (1996) Indicator and stratification methods for missing explanatory variables in multiple linear regression. J Am Stat Assoc 91: 222–230
Landerman LR, Land KC, Pieper CF (1997) An empirical evaluation of the predictive mean matching method for imputing missing values. Sociol Methods Res 26: 3–33
Little RJA (1992) Regression with missing X’s: a review. J Am Stat Assoc 87: 1227–1238
Rao JNK, Shao J (1992) Jackknife variance estimation with survey data under hot deck imputation. Biometrika 79: 811–822
Rubin DB, Schenker N (1986) Multiple imputation for interval estimation from simple random samples with ignorable nonresponse. J Am Stat Assoc 81: 366–374
Rubin DB, Schenker N (1991) Multiple imputation in health-care databases: an overview and some applications. Stat Med 10: 585–598
Schafer JL (1997b) Software for multiple imputation. [ http://www.stat.psu.edu/~jls/misoftwa.html]
Tanner MA, Wong WH (1987) The calculation of posterior distributions by data augmentation (with discussion). J Am Stat Assoc 82: 528–550