The Analysis of Multivariate Misclassified Data with Special Attention to Randomized Response Data

Sociological Methods and Research

Volumn 32, Issue 3, 2004, Pages 384-410

  Van den Hout, Ardo ^a   Van Der Heijden, Peter G M ^a  

^a UTRECHT UNIVERSITY   (Netherlands)

Author keywords

Latent class analysis; Log linear model; Misclassification; Randomized response; Statistical disclosure control

Indexed keywords

EID: 0442322863     PISSN: 00491241     EISSN: None     Source Type: Journal    
DOI: 10.1177/0049124103257440     Document Type: Article

References (32)

1. Agresti, Alan. 1990. Categorical Data Analysis. New York: John Wiley.
2. Assakul, Kwanchai and Charles H. Proctor. 1967. "Testing Independence in Two-Way Contingency Tables With Data Subject to Misclassification." Psychometrika 32:67-76.
3. Bergsma, Wicher P. and Tamas Rudas. 2002. "Marginal Models for Categorical Data." The Annals of Statistics 30:140-59.
4. Bishop, Yvonne M. M., Stephen E. Fienberg, and Paul W. Holland. 1975. Discrete Multivariate Analysis: Theory and Practice. Cambridge, MA: MIT Press.
5. Boeije, Hennie and Gerti Lensvelt-Mulders. 2002. "Honest by Chance: A Qualitative Interview Study to Clarify Respondents' (Non-)Compliance With Computer-Assisted Randomized Response." Bulletin de Methodologie Sociologique 75:24-39.
6. Chaudhuri, Arijit and Rahul Mukerjee. 1988. Randomized Response: Theory and Techniques, New York: Marcel Dekker.
7. Chen, T. Timothy. 1989. "A Review of Methods for Misclassified Categorical Data in Epidemiology." Statistics in Medicine 8:1095-1106.
8. Dempster, Arthur P., Nan M. Laird, and Donald B. Rubin. 1977. "Maximum Likelihood From Incomplete Data Via the EM Algorithm." Journal of the Royal Statistical Society Series B 39:1-38.
9. Fox, James A. and Paul E. Tracy. 1986. Randomized Response: A Method for Sensitive Surveys. Beverly Hills, CA: Sage.
10. Gelman, Andrew, Xiao-Li Meng, and Hal Stern. 1996. "Posterior Predictive Assessment of Model Fitness Via Realized Discrepancies." Statistica Sinica 6:733-807.
11. Goodman, Leo A. 1973. "The Analysis of Multidimensional Contingency Tables When Some Variables Are Posterior to Others: A Modified Path Analysis Approach." Biometrika 60:179-92.
12. _. 1974. "Explanatory Latent-Structure Analysis Using Both Identifiable and Unidentifiable Models." Biometrika 61:215-231.
13. Greenland, Sander. 1988. "Variance Estimation for Epidemiologic Effect Estimates Under Misclassification." Statistics in Medicine 7:745-57.
14. Haberman, Shelby J. 1977. "Product Models for Frequency Tables Involving Indirect Observation." The Annals of Statistics 5:1124-47.
15. _. 1979. Analysis of Qualitative Data: New Developments. Vol. 2. New York: Academic Press.
16. Hagenaars, Jacques A. 1993. Loglinear Models With Latent Variables. Newbury Park, CA: Sage.
17. Heinen, Ton. 1996. Latent Class and Discrete Latent Trait Models: Similarities and Differences. Thousand Oaks, CA: Sage.
18. "IBM Scientists Rely on the Principle of Uncertainty to Develop Web-Privacy Answers." 2002. Retrieved from www.916.ibm.com/press
19. Kooiman, Peter, Leon C. R. J. Willenborg, and José M. Gouweleeuw. 1997. "PRAM: A Method for Disclosure Limitation of Microdata." Research paper no. 9705, Statistics Netherlands, Voorburg/Heerlen.
20. Korn, Edward L. 1981. "Hierarchical Log-Linear Models Not Preserved by Classification Error." Journal of the American Statistical Association 76:110-13.
21. Kuha, Jouni and Chris Skinner. 1997. "Categorical Data Analysis and Misclassification." In Survey Measurement and Process Quality, edited by Lyberg L., Biemer P., Collins M., de Leeuw E., Dippo C., Schwartz N., and Trewin D. New York: John Wiley.
22. Kuk, Anthony Y. C. 1990. "Asking Sensitive Questions Indirectly." Biometrika 77:436-38.
23. Magder, Laurence S. and James P. Hughes. 1997. "Logistic Regression When the Outcome Is Measured With Uncertainty." American Journal of Epidemiology 146:195-203.
24. 2-Tests in the Analysis of Categorical Data." Biometrika 52:95-109.
25. Rosenberg, Martin J. 1979. "Multivariate Analysis by a Randomized Response Technique for Statistical Disclosure Control." Ph.D. dissertation, University of Michigan, Ann Arbor.
26. Rubin, Donald B. 1976. "Inference and Missing Data." Biometrika 63:581-92.
27. Schafer, Joseph L. 1997. Analysis of Incomplete Multivariate Data. London: Chapman & Hall.
28. van den Hout, Ardo and Peter G. M. van der Heijden. 2002. "Randomized Response, Statistical Disclosure Control and Misclassification: A Review." International Statistical Review 70:269-88.
29. van der Heijden, Peter G. M., Ger Van Gils, Jan Bouts, and Joop J. Hox. 2000. "A Comparison of Randomized Response, Computer-Assisted Self-Interview, and Face-to-Face Direct Questioning." Sociological Methods & Research 28:505-37.
30. Van Gils, Ger, Peter G. M. Van der Heijden, and Annemarie Rosebeek. 2001. Onderzoek naar regelovertreding, Resultaten ABW, WAO en WW. Amsterdam: NIPO (in Dutch).
31. Vermunt, Jeroen K. 1997. LEM: A General Program for the Analysis of Categorical Data: User's Manual. Tilburg: Tilburg University.
32. Warner, Stanley L. 1965. "Randomized Response: A Survey Technique for Eliminating Answer Bias." Journal of the American Statistical Association 60:63-69.