Concepts (N)

Complex outcomes beyond binary

In this section, we explore regressions for outcomes beyond binary:

  • Polytomous regression
  • Survival analysis
  • Poisson regression

Reading list

Key reference: (Hosmer, Lemeshow, and Sturdivant 2013; Kleinbaum and Klein 2011; Coxe, West, and Aiken 2009)

Video Lessons

Polytomous regression
Survival analysis
Poisson regression

Video Lesson Slides

References

Coxe, Stefany, Stephen G. West, and Leona S. Aiken. 2009. “The Analysis of Count Data: A Gentle Introduction to Poisson Regression and Its Alternatives.” Journal of Personality Assessment 91 (2): 121–36. https://doi.org/10.1080/00223890802634175.
Hosmer, Jr., David W., Stanley Lemeshow, and Rodney X. Sturdivant. 2013. Applied Logistic Regression, 3rd Edition. Hoboken, NJ: John Wiley & Sons.
Kleinbaum, David G., and Mitchel Klein. 2011. Survival Analysis: A Self-Learning Text, Third Edition. New York, NY: Springer.