Maximum Likelihood Principal Component Analysis as initial projection step in Multivariate Curve Resolution analysis of noisy data

► A comparison between MCR-ALS, MCR-WALS and MLPCA-MCR-ALS, is presented. ► Simulated data with different error structures were used for this study. ► Solutions obtained by MLPCA-MCR-ALS and MCR-WALS are practically identical.