Section 1: Lecture 7 - Predicting Binary Outcomes

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Questions and Answers

What is the main goal when adding parameters to a model?

  • To complicate the model as much as possible
  • To get the most accurate prediction possible
  • To always accept a simple model
  • To get the most bang for our buck from a model's parameters (correct)

What happens to the prediction or generalization to new data when adding more parameters to a model?

  • It often gets worse (correct)
  • It always gets better
  • It is unpredictable
  • It stays the same

What is the starting point when building a model?

  • A simple model
  • A model with only main effects
  • The saturated model (correct)
  • A model with 2-way interactions

What is the purpose of removing the highest order interaction in the saturated model?

<p>To test the significance of the interaction (D)</p> Signup and view all the answers

What is true about the likelihood ratio statistic (G2)?

<p>It has an approximated chi-squared distribution (D)</p> Signup and view all the answers

What is the condition for removing 2-way interactions in a model?

<p>The change in fit is non-significant (B)</p> Signup and view all the answers

What is the minimum number of cases per cell required for a good model?

<p>5 times as many cases as there are cells (B)</p> Signup and view all the answers

What should be true about the expected cell frequencies?

<p>All should be greater than 1 (B)</p> Signup and view all the answers

What should be true about the standardized residuals?

<p>They should be normally distributed (B)</p> Signup and view all the answers

What is the purpose of plotting standardized residuals against observed values?

<p>To identify patterns in the residuals (A)</p> Signup and view all the answers

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ADDA15.lec7_Adam_fixed (1).docx

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