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Midterm prep: categorical data, GLMs
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Module 4
The Exponential Family of Distributions
1
Exponential Family Forms of Binomial and Poisson Distributions
Convert the pmf/pdf of a Binomial or Poisson distribution into exponential family form and identify its components.
2
Exponential Family Form of Normal and Gamma Distributions
Convert the pmf/pdf of a Normal or Gamma distribution into exponential family form and identify its components.
3
Negative Binomial Distribution: Exponential Family Form
Convert the pmf/pdf of a Negative Binomial (NB2) distribution into exponential family form and identify its components.
4
Choosing the Right Exponential Family Distribution
Given descriptive statistics or a data description, select the most appropriate exponential family distribution.
Previous module
Introduction to Generalized Linear Models (GLMs)
Next module
Parameter Estimation in GLMs