Statistical models for the analysis of ordered categorical data in public health and medical research

In the late 1970s statisticians extended the methods for analysing loglinear and logit models for cross-classified categorical data to incorporate information about the ordinal structure of the categories corresponding to some of the classification variables. In this paper we review one class of such extensions known as association models. We consider association models with and without order restrictions on the parameters and we use these models to answer research questions about several medical examples involving ordered categorical data. We emphasize the interpretation of parameters in the association models and how this relates to the research questions of interest.

[1]  L. A. Goodman Simple Models for the Analysis of Association in Cross-Classifications Having Ordered Categories , 1979 .

[2]  H. Hirschfeld A Connection between Correlation and Contingency , 1935, Mathematical Proceedings of the Cambridge Philosophical Society.

[3]  C. Clogg,et al.  Analysis of Sets of Two-Way Contingency Tables Using Association Models , 1989 .

[4]  Clifford C. Clogg,et al.  Some Models for the Analysis of Association in Multiway Cross-Classifications Having Ordered Categories , 1982 .

[5]  K. Smigel NCI proposes new breast cancer screening guidelines. , 1993, Journal of the National Cancer Institute.

[6]  R. Clarke,et al.  Theory and Applications of Correspondence Analysis , 1985 .

[7]  R. Fisher THE PRECISION OF DISCRIMINANT FUNCTIONS , 1940 .

[8]  F. Mosteller,et al.  Understanding robust and exploratory data analysis , 1985 .

[9]  L. A. Goodman The Analysis of Cross-Classified Data Having Ordered and/or Unordered Categories: Association Models, Correlation Models, and Asymmetry Models for Contingency Tables With or Without Missing Entries , 1985 .

[10]  Shelby J. Haberman,et al.  Tests for Independence in Two-Way Contingency Tables Based on Canonical Correlation and on Linear-By-Linear Interaction , 1981 .

[11]  L. A. Goodman [Some Useful Extensions of the Usual Correspondence Analysis Approach and the Usual Log-Linear Models Approach in the Analysis of Contingency Tables]: Reply to Discussion , 1986 .

[12]  A. Krieger,et al.  Ordinal Association in Contingency Tables: Some Interpretive Aspects , 1988 .

[13]  Leo A. Goodman,et al.  Measures, Models, and Graphical Displays in the Analysis of Cross-Classified Data , 1991 .

[14]  R. Gunn,et al.  Psychosocial factors, alcohol use, and hangover signs among social drinkers: a reappraisal. , 1993, Journal of clinical epidemiology.

[15]  The Order-Restricted RC Model for Ordered Contingency Tables: Estimation and Testing for Fit , 1991 .

[16]  Stephen E. Fienberg,et al.  Discrete Multivariate Analysis: Theory and Practice , 1976 .

[17]  E. Lehmann Some Concepts of Dependence , 1966 .

[18]  A. Agresti A Survey of Strategies for Modeling Cross-Classifications Having Ordinal Variables , 1983 .

[19]  S. Fienberg,et al.  An overview of dependency models for cross-classified categorical data involving ordinal variables , 1990 .

[20]  Alan Agresti,et al.  Categorical Data Analysis , 1991, International Encyclopedia of Statistical Science.

[21]  Zvi Gilula,et al.  Grouping and Association in Contingency Tables: An Exploratory Canonical Correlation Approach , 1986 .

[22]  M. Becker,et al.  Maximum Likelihood Estimation of the RC(M) Association Model , 1990 .

[23]  S. Haberman,et al.  Canonical Analysis of Contingency Tables by Maximum Likelihood , 1986 .

[24]  Leo A. Goodman,et al.  Association Models and Canonical Correlation in the Analysis of Cross-Classifications Having Ordered Categories , 1981 .

[25]  Shelby J. Haberman,et al.  The analysis of multivariate contingency tables by restricted canonical and restricted association models , 1988 .

[26]  Stephen E. Fienberg,et al.  Positive dependence concepts for ordinal contingency tables , 1990 .

[27]  A new model for ordinal pain data from a pharmaceutical study. , 1986, Statistics in medicine.

[28]  A. Agresti,et al.  Order-Restricted Score Parameters in Association Models for Contingency Tables , 1987 .