Fixing up the error surface

• So multiply each input vector by the inverse of the covariance matrix. – The preprocessed input vectors will now have uncorrelated components. –  So the error surface will have circular cross-sections

j

i

Suppose that inputs i and j are highly correlated. Changing wi will change the error in the same way as changing wj. So changes in wi will have a big effect on