Let the matrix be mixed by a matrix . The reduced data can now be represented as
(5) |
The correlation of these spatial maps is given by . Therefore, in order to keep the maps uncorrelated it is necessary to impose the condition that , which states that must be an orthogonal matrix. The set of all such matrices represents a set called a manifold, and since it maintains decorrelation it is known as the decorrelation manifold.