Logistic Regression Algorithm with Random Intercepts
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See: Logistic Regression Algorithm, Random Intercept.
References
- http://www.biostat.jhsph.edu/~fdominic/teaching/bio656/lectures/7.logistic.randomintercept.pdf
- QUOTE: … The random intercept represents the combined effect of all omitted subject-specific covariates that causes some subjects to be more prone to the disease than others
… The population average probabilities implied by the random-intercept model can be obtained by averaging the subject-specific probabilities over the random-intercept distribution. Since the random intercepts are continuous, this averaging is accomplished by integration.
- QUOTE: … The random intercept represents the combined effect of all omitted subject-specific covariates that causes some subjects to be more prone to the disease than others