Maximum likelihood estimation for contingency tables and logistic regression with incorrectly linked data

Survey Methodology

Volumn 37, Issue 1, 2011, Pages 13-24

  Chipperfield, James O ^a   Bishop, Glenys R ^b   Campbell, Paul ^a  

^a Australian Bureau of Statistics   (United Kingdom)

^b AUSTRALIAN NATIONAL UNIVERSITY   (Australia)

Author keywords

Contingency tables; Data linkage; Logistic regression; Maximum likelihood; Probabilistic linkage

Indexed keywords

EID: 79960238569     PISSN: 07140045     EISSN: 14920921     Source Type: Journal    
DOI: None     Document Type: Article

References (22)

1. Australian Bureau of Statistics (2008). Census Data Enhancement - Indigenous Mortality Quality Study, 2006-07. Information Paper catalogue no. 4723.0.
2. Bishop, G. (2009). Assessing the Likely Quality of the Statistical Longitudinal Census Dataset. Methodology Research Papers, catalogue no. 1351.0.55.026, Australian Bureau of Statistics, Canberra.
3. Chambers, R., Chipperfield, J.O., Davis, W. and Kovačević, M. (2009). Regression Inference Based on Estimating Equations and Probability-Linked Data. Submitted for publication.
4. Chambers, R.L., and Skinner, C.J. (2003). Analysis of Survey Data. New York: John Wiley & Sons, Inc.
5. Chambers, R. (2008). Regression analysis of probability-linked data. Statisphere, Volume 4, http://www.statisphere.govt.nz/officialstatistics-research/series/vol-4.htm.
6. Christen, P., and Churches, T. (2005). Febrl - Freely extensible biomedical record linkage. Release 0.3.1, viewed 17 November 2008, http://cs.anu.edu.au/~Peter.Christen/Febrl/febrl-0.3/febrldoc-0.3/contents.html.
7. Conn, L., and Bishop, G. (2006). Exploring Methods for Creating a Longitudinal Census Dataset. Methodology Advisory Committee Papers, catalogue no. 1352.0.55.076, Australian Bureau of Statistics, Canberra.
8. Fair, M. (2004). Generalized record linkage system-Statistics Canada's record linkage software. Austrian Journal of Statistics, 33(1 and 2), 37-53.
9. Fellegi, I.P., and Sunter, A.B. (1969). A theory for record linkage. Journal of the American Statistical Association, 64, 1183-1210.
10. Fuller, W.A. (1987). Measurement Error Models. New York: John Wiley & Sons, Inc.
11. Hausman, J.A., Abrevaya, J. and Scott-Morton, F.M. (1998). Misclassification of the dependent variable in a discrete-response setting. Journal of Econometrics, 87, 239-269.
12. Herzog, T.N., Scheuren, F.J. and Winkler, W.E. (2007). Data Quality and Record Linkage Techniques. New York: Springer.
13. Holman, C.D.J., Bass, A.J., Rouse, I.L. and Hobbs, M.S.T. (1999). Population-based linkage of health records in Western Australia: Development of a health services research linked database. Australian and New Zealand Journal of Public Health, 23(5), 453-459.
14. Lahiri, P., and Larsen, M.D. (2005). Regression analysis with linked data. Journal of the American Statistical Association, 100, 222-230.
15. National Center for Health Statistics (2009). Linkages between Survey Data from the National Center for Health Statistics and Program Data from the Social Security Administration. Methodology Report, http://www.cdc.gov/nchs/data/datalinkage/ssa_methods_report_2009.pdf.
16. Rubin, D.B., and Little, R.J.A. (2003). Statistical analysis of missing data, 2nd Edition. New York: John Wiley & Sons, Inc.
17. Scheuren, F., and Winkler, W.E. (1993). Regression analysis of data files that are computer matched. Survey Methodology, 19, 39-58.
18. Scott, A.J., and Wild, C.J. (1997). Fitting regression models to casecontrol data by maximum likelihood. Biometrika, 84, 57-71.
19. Solon, R., and Bishop, G. (2009). A Linkage Method for the Formation of the Statistical Longitudinal Census Dataset. Methodology Research Papers, catalogue no. 1351.0.55.025, Australian Bureau of Statistics, Canberra.
20. Winkler, W.E. (2001). Record Linkage Software and Methods for Merging Administrative Lists. Statistical Research Report Series, No. RR2001/03, Bureau of the Census.
21. Winkler, W.E. (2005). Approximate String Comparator Search Strategies for Very Large Administrative Lists. Statistical Research Report Series, no. RRS2005/02, Bureau of the Census.
22. Wright, J., Bishop, G. and Ayre, T. (2009). Assessing the Quality of Linking Migrant Settlement Records to Census Data. Methodology Research Papers, catalogue no. 1351.0.55.027, Australian Bureau of Statistics, Canberra.