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Regression Analysis VI. MULTIPLE REGRESSION Preface. You can profit from what you already know about simple regression (one predictor) to help understand multiple regression (more than one predictor). Therefore, in this section of the course notes, I mimic the earlier course notes on simple regression. I especially call attention to what is new or different..