Asked by Emily Faith on May 08, 2024

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What is stepwise regression,and when is it desirable to make use of this multiple regression technique?

Stepwise Regression

A method of regression analysis in which the choice of predictive variables is carried out by an automatic procedure, either by adding or removing variables step by step.

Multiple Regression

A statistical technique used to model the relationship between two or more independent variables and a dependent variable by fitting a linear equation to observed data.

  • Acquire knowledge on the method and goal of stepwise regression.
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Quyen HoangMay 10, 2024
Final Answer :
Stepwise regression is a multiple regression estimation technique whereby independent variables are added and deleted one at a time to/from the regression equation.The decision to add or delete a variable is made on the basis of whether that variable improves the model.The use of stepwise regression can reduce the possibility for multicollinearity since it is unlikely that two highly correlated x variables will be included in a multiple regression that is estimated using the stepwise technique.This technique is useful when there are a great many independent variables.