Binary Logistic Regression to Identify the Risk Factors of Eye Glaucoma
Keywords:
Binary, Logistic regression, Maximum Likelihood, Discriminant Function.Abstract
A binary logistic regression is performed to predict the presence or absence of Eye Glaucoma and to identify the risk factors of the disease. Five predictor variables are included in the model, which are:
References
Agresti, A. A.. An introduction to categorical data analysis. New York : John Wiley & Sons, 1996, pp. 156-178.
Agresti, A.. Categorical data analysis, 2nd edition. New York : John Wiley & Sons, 2000, pp. 52-143.
Long, J. S. Regression models of categorical and limited dependent variables. Sage, Thousand Oaks, CA, 1997, pp. 96-132.
Peng, C. Y., Manz, B. D., & Keck, J. "Modeling categorical variables by logistic regression". American Journal of Health Behavior, vol. 25, pp. 278
Hosmer, David W and Stanley Lemeshow. Applied Logistic Regression. New York : Wiley Series, 1989, pp. 145-196.
Hosmer, David W, Scott Taber, and Stanley Lemeshow. "The importance of Assessing the Fit of Logistic Regression Models: A Case Study". American Journal of Public Health , vol. 81, pp. 30-35, 1 991.
] Hosmer, D. W. and Lemeshow, S. Applied logistic regression, 2nd edition. New York : John Wiley & Sons, 2000, pp. 79-125.
Lei, P.-W., & Koehly, L. M. "Linear discriminant analysis versus logistic regression: A comparison of classification errors". Paper presented at the annual meeting of the American Educational Research Association, New Orleans, LA., 2000.
Peng, C. Y., & So, T. S. H. "Logistic regression analysis and reporting: A primer". Journal of Understanding Statistics, vol. 1, pp. 31
Hosmer, T., D.W. Hosmer and L.L. Fisher. "A comparison of the maximum likelihood and discriminant function estimators of the coefficients of the logistic regression model for mixed continuous and discrete variables". Journal of Communications in Statistics, vol. 12, pp. 577-593, 1983.
Hauck, W.W. and A. Donner. "Wald
Cleary, P. D., & Angel, R. "The analysis of relationships involving dichotomous dependent variables". Journal of Health and Social Behavior, vol. 25, pp. 334
Nagelkerke, N.J.D. "A note on the general definition of the coefficient of determination". Journal of Biometrika, vol. 78, pp. 691-692, 1991.
Cox, D.R. and E.J. Snell,. The Analysis of Binary Data, 2nd edition. Chapman and Hall, London, 1989, pp. 144-163.
http://www.webmd.com/eye-health/glaucoma-eyes. (Retrieved on 6/11/2013)
Downloads
Published
How to Cite
Issue
Section
License
Authors who submit papers with this journal agree to the following terms.