Lecture 9D: Logistic Regression Flashcards
When is it appropriate to use logistic regression?
to predict the probability of an event occurring for a nominal variable with 2 categories only (dichotomy)
What is the dependent variable in logistic regression?
A nominal variable with only 2 categories (dichotomy).
What is the relationship between logistic regression and linear regression?
Conceptually similar, but logistic regression deals with a dichotomous dependent variable.
What does logistic regression generate?
A regression coefficient (B) that can be transformed into an odds ratio (OR).
How is the odds ratio calculated in logistic regression?
OR = e^B, where e is the base of the natural log.
What characterizes an unadjusted odds ratio?
Involves only 1 independent variable and does not consider confounding variables.
What characterizes an adjusted odds ratio?
Involves more than 1 independent variable and accounts for confounding variables.
How to report logistic regression?