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In the multiple linear regression model with estimation by ordinary least squares, why should we make...

In the multiple linear regression model with estimation by ordinary least squares, why should we make an analysis of the scatter plot between each covariable xij, j = 1, 2,. . . ,p with the residues ei?

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