Chapter 16

Multiple Regression Analysis

Learning Objectives

Upon completion of this chapter, you will be able to:

  • Understand the applications of the multiple regression model
  • Understand the concept of coefficient of multiple determination, adjusted coefficient of multiple determination, and standard error of the estimate
  • Understand and use residual analysis for testing the assumptions of multiple regression
  • Use statistical significance tests for the regression model and coefficients of regression
  • Test portions of the multiple regression model
  • Understand non-linear regression model and the quadratic regression model, and test the statistical significance of the overall quadratic regression model
  • Understand the concept of model transformation ...

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