Correlation Matrix
q Sometime, we use the correlation matrix, in stead of the covariance
matrix, for EOF analysis.
q For the same time series, the EOFs obtained from the covariance
matrix will be different from the EOFs obtained from the correlation
matrix.
q The decision to choose the covariance matrix or the correlation matrix
depends on how we wish the variance at each grid points (Xi) are
weighted.
q In the case of the covariance matrix formulation, the elements of the
state vector with larger variances will be weighted more heavily.
q With the correlation matrix, all elements receive the same weight and
only the structure and not the amplitude will influence the principal
components.