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A non-linear nested partial least-squares algorithm:

Li, Baibing ; Hassel, Per A. ; Morris, A.Julian.
Computational Statistics & Data Analysis.  48 (2005)  1 - p. 87-101 , 2005
Link: https://doi.org/10.1016/j.csda.2003.10.015