Simple fitting algorithms for incomplete categorical data

Journal of the Royal Statistical Society. Series B: Statistical Methodology

Volumn 59, Issue 2, 1997, Pages 401-414

  Molenberghs, Geert ^a   Goetghebeur, Els ^a  

^a HASSELT UNIVERSITY   (Belgium)

Author keywords

Coarsened data; Em algorithm; Fisher scoring algorithm; Generalized linear models; Longitudinal data; Maximum likelihood estimation; Missing values; Multivariate categorical data; Repeated measures

Indexed keywords

EID: 0001566686     PISSN: 13697412     EISSN: None     Source Type: Journal    
DOI: 10.1111/1467-9868.00075     Document Type: Article

References (15)

1. Agresti, A. (1990) Categorical Data Analysis. New York: Wiley.
2. Baker, S. G. (1992) A simple method for computing the observed information matrix when using the EM algorithm with categorical data. J. Comput. Graph. Statist., 1, 63-73; correction, 180.
3. _(1994) Composite linear models for incomplete multinomial data. Statist. Med., 13, 609-622.
4. _(1995) Marginal regression for repeated binary data with outcome subject to non-ignorable non-response. Biometrics, 51, 1042-1052.
5. Baker, S. G. and Laird, N. M. (1988) Regression analysis for categorical variables with outcome subject to nonignorable non-response. J. Am. Statist. Ass., 83, 62-69.
6. Becker, M. P. and Balagtas, C. C. (1993) Marginal modeling of binary cross-over data. Biometrics, 49, 997-1009.
7. Bonney, G. E. (1987) Logistic regression for dependent binary observations. Biometrics, 43, 951-973.
8. Chambers, R. L. and Welsh, A. H. (1993) Log-linear models for survey data with non-ignorable non-response. J. R. Statist. Soc. B, 55, 157-170.
9. Conaway, M. R. (1992) The analysis of repeated categorical measurements subject to nonignorable non-response. J. Am. Statist. Ass., 87, 817-824.
10. Dempster, A. P., Laird, N. M. and Rubin, D. B. (1977) Maximum likelihood from incomplete data via the EM algorithm (with discussion). J. R. Statist. Soc. B, 39, 1-38.
11. Diggle, P. J., Liang, K.-Y. and Zeger, S. L. (1994) The Analysis of Longitudinal Data. Oxford: Oxford University Press.
12. Ekholm, A. (1991) Fitting regression models to a multivariate binary response. In A Spectrum of Statistical Thoughts: Essays in Statistical Theory, Economics, and Population Genetics in Honour of Johan Fellman (eds G. Rosenqvist, K. Juselius, K. Nordström and J. Palmgren), pp. 19-32. Helsinki: Swedish School of Economics and Business Administration.
13. Nordheim, E. V. (1984) Inference from nonrandomly missing categorical data: an example from a genetic study on Turner's syndrome. J. Am. Statist. Ass., 79, 772-780.
14. Palmgren, J. and Ekholm, A. (1987) Exponential family non-linear models for categorical data with errors of observation. Appl. Stochast. Models Data Anal., 3, 111-124.
15. Thompson, R. and Baker, R. J. (1981) Composite link functions in generalized linear models. Appl. Statist., 30, 125-131.