Multicollinearity

Centering often reduces the correlation between the individual variables (x1, x2) and the product term (x1 $\times$ x2). In the example below, r(x1, x1x2) = .80. With the centered variables, r(x1c, x1x2c) = -.15.

Oct 27, 2019