Before revision:  We derive a representation of the  covariance matrix that respects potential uncertainty in each of the observations , building the mathematical foundation of our new method uncertainty-aware PCA.
After revision:  We derive a representation of the covariance matrix that respects potential uncertainty in each of the inputs , building the mathematical foundation of our new method uncertainty-aware PCA.