Take a shot at improving the regression of MPGBC 0.75 on the principal components. For example, you
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Take a shot at improving the regression of MPGBC 0.75 on the principal components. For example, you may wish to tweak the Box–Cox transformation, or you may wish to use an indicator variable for the luxury cars. Using whatever means you can bring to bear, obtain your best model that deals with multicollinearity and validates the regression assumptions.
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Related Book For 
Data Mining And Predictive Analytics
ISBN: 9781118868676
2nd Edition
Authors: Daniel T Larose, Chantal D Larose
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