Describe how logistic regression can be used as a classifier.
Please provide comprehensive responses to the following:
(a) In the use of a categorical variable with n possible values, explain the following:
1. Why only n – 1 binary variables are necessary
2. Why using n variables would be problematic
(b) Describe how logistic regression can be used as a classifier.
(c) Discuss how the ROC curve can be used to determine an appropriate threshold value for a classifier
(d) If the probability of an event occurring is 0.4, then
1. What is the odds ratio?
2. What is the log odds ratio?