Week 5
Poission Regression
Before Class
Articles
Coxe, S., West, S. G., & Aiken, L. S. (2009). The Analysis of Count Data: A Gentle Introduction to Poisson Regression and Its Alternatives. Journal of Personality Assessment, 91(2), 121–136. https://doi.org/10.1080/00223890802634175
Winter, B., & Bürkner, P.-C. (2021). Poisson regression for linguists: A tutorial introduction to modelling count data with brms. Language and Linguistics Compass, 15(11), e12439. https://doi.org/10.1111/lnc3.12439
How does the Poisson distribution differ from other distributions, such as the normal distribution?
How do we interpret the parameters of the poisson?
What are the assumptions of Poisson regression?
What is overdispersion?
How is poisson related to the negative binomial?
Optional
Ryan, W. H., Evers, E. R. K., & Moore, D. A. (2021). Poisson Regressions: A Little Fishy. Collabra: Psychology, 7(1), 27242. https://doi.org/10.1525/collabra.27242
Videos
- Introduction to Poisson regression
After Class
Kabacoff, R. I. (2022). *R* in Action* chapter 13.
Running Poisson regression in R