Inference methods for saturated models in longitudinal clinical trials with incomplete binary data

Pharmaceutical Statistics

Volumn 5, Issue 4, 2006, Pages 295-304

  Song, James X ^a  

^a BAYER CORPORATION   (United States)

Author keywords

Clinial trial; Data augmentation; Expectation maximization; Multiple imputation

Indexed keywords

CIPROFLOXACIN;

ALGORITHM; ANALYTICAL ERROR; ARTICLE; CLINICAL RESEARCH; CLINICAL TRIAL; COMPUTER PROGRAM; DATA ANALYSIS; DATA AUGMENTATION; EXPECTATION MAXIMIZATION; HUMAN; INFERENTIAL STATISTICS; LONGITUDINAL STUDY; MONTE CARLO METHOD; OUTCOME ASSESSMENT; PROBABILITY; SENSITIVITY ANALYSIS; STATISTICAL ANALYSIS; STATISTICAL MODEL; SYMPTOMATOLOGY; URINARY TRACT INFECTION;

ALGORITHMS; CLINICAL TRIALS; COMPUTER SIMULATION; DATA INTERPRETATION, STATISTICAL; DRUG INDUSTRY; HUMANS; LIKELIHOOD FUNCTIONS; LONGITUDINAL STUDIES; MODELS, STATISTICAL; PROBABILITY; REGRESSION ANALYSIS; RESEARCH DESIGN; SAMPLE SIZE; SENSITIVITY AND SPECIFICITY;

EID: 33845889128     PISSN: 15391604     EISSN: 15391612     Source Type: Journal    
DOI: 10.1002/pst.233     Document Type: Article

References (15)

1. Little RJA, Rubin DB. Statistical Analysis with Missing Data. Wiley: New York, 1987.
2. Allison PD. Missing Data. Sage: London, 2001.
3. Diggle PJ, Liang KY, Zeger SL. Analysis of Longitudinal Data. Clarendon Press: Oxford, 1994.
4. Diggle P, Kenward MG. Informative dropout in longitudinal data analysis (with discussion). Applied Statistics 1994; 43:354-365.
5. Little RJA. Pattern-mixture models for multivariate incomplete data. Journal of the American Statistical Association 1993; 88:125-134.
6. Little RJA. Modelling the drop-out mechanism in repeated-measure studies. Journal of the American Statistical Association 1995; 90:1112-1121.
7. Rubin DB. Multiple Imputation for Nonresponse in Surveys. Wiley: New York, 1987.
8. Hudgen MG. Estimating cumulative probabilities from incomplete longitudinal binary responses with application to HIV vaccine trials. Statistics in Medicine 2003; 22:463-479.
9. Woolson RF, Clarke WR. Analysis of categorical incomplete longitudinal data. Journal of the Royal Statistical Society, Series A 1984; 147:87-99.
10. Lipsitz SR, Parzen M, Molenberghs G. Obtaining the maximum likelihood estimates in incomplete R × C contingency tables using a Poisson generalized linear model. Journal of Computational and Graphical Statistics 1998; 7:356-376.
11. Friendly M. Note on 'obtaining the maximum likelihood estimates in incomplete R × C contingency tables using a Poisson generalized linear model'. Journal of Computational and Graphical Statistics 2000; 9:158-166.
12. Schafer JL. Analysis of Incomplete Multivariate Data. Chapman & Hall: London, 1997.
13. Agresti A. Categorical Data Analysis. Wiley: New York, 1990.
14. Park CG, Park T, Shin DW. A simple method for generating correlated binary variates. The American Statistician 1996; 50:306-310.
15. Rubin DB. Multiple imputation after 18+ Years. Journal of the American Statistical Association 1996; 91:473-489.