 In other words, no information about the regression is lost in reducing the dimension of formula_1 if the reduction is sufficient.In a regression setting, it is often useful to summarize the distribution of formula_13 graphically.For instance, one may consider a scatter plot of formula_3 versus one or more of the predictors.