2 Lec Q - Linear Regression and Regression Analysis Quiz
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Questions and Answers

Which equation represents the estimated regression equation in simple linear regression?

  • ŷ = B₂ - B,₁x
  • ŷ = B + B₁x (correct)
  • ŷ = B,₁x + B₂
  • ŷ = B,₁x - B₂

Which assumption of simple linear regression?

  • Random, Independence
  • Linearity
  • Equal Variance
  • Normality + All of the above (correct)

In multiple linear regression, how is the estimated regression equation different from simple linear regression?

  • It includes multiple independent variables
  • It includes multiple dependent variables
  • It includes multiple slope parameters (correct)
  • It includes multiple intercepts

What is the purpose of adjusted R-squared in multiple linear regression?

<p>To account for the number of independent variables used for predicting the target variable (B)</p> Signup and view all the answers

What is multicollinearity in multiple linear regression?

<p>Correlation between independent variables (correlated predictors) - VIF detection (A)</p> Signup and view all the answers

What does VIF stand for in the context of multiple linear regression?

<p>Variance Inflation Factor (B)</p> Signup and view all the answers

Which equation represents a multiple linear regression model with more than one slope parameter?

<p>Y = B + B₁x₁ + B₂x₂. + … + B x + Ɛ (C)</p> Signup and view all the answers

Which of the following is an indication to use regression?

<p>To characterize the relationship between y and x controlling for effects of some other variables + All of the following (A)</p> Signup and view all the answers

What is the main difference between simple linear regression and multiple linear regression?

<p>Simple linear regression has one independent variable, while multiple linear regression has two or more independent variables (D)</p> Signup and view all the answers

When is regression analysis typically used?

<p>When there is a need to predict the value of a dependent variable based on one or more independent variables (B)</p> Signup and view all the answers

What type of variables can the dependent variable be in linear regression analysis?

<p>Continuous or interval (A)</p> Signup and view all the answers

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