• Linear transformation for data in new space is computed using
  
  
  The main objective of transformation is to make covariance matrix of Y an identity matrix. We desire T to be orthonormal transformation.
  
  
• Ideal transform for new space is given by
  
  where are the eigenvalues and are the eigenvectors.