# 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 necess

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?

**Requirements:**

– Typed in a word document.

– Please write in APA Style and include at least Five (5) reputable sources.

– The complete paper should be between 800-to-1000-words.