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advanced analytical theory and methods regression details in description below

Reference: Chapter 6 of your textbook. Ebook Link: file:///Users/priyalgandhi/Downloads/Data%20Science%20&%20Big%20Data%20Analytics%20(%20PDFDrive.com%20).pdf
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.

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