SCREAM (Shifted Covariates REgression Analysis for Multi-way data) combines PARAFAC2 and principal covariates regression (PCovR) for multi-way regression. Overcomes inaccuracy from shifts or peak shape changes in one mode common in hyphenated chromatography. Combines PARAFAC2 decomposition with PCovR-like regression coefficients, performing as well or better than N-PLS on real and simulated datasets.
Marini, F.; Bro, R. (2013). SCREAM: A novel method for multi-way regression problems with shifts and shape changes in one mode. Chemometrics and Intelligent Laboratory Systems, 129, 64-75. https://doi.org/10.1016/j.chemolab.2013.09.012
