S4E04 Partial Least Squares: Straight Outta Uppsala
Quantitude
PLS Isn't as Handcuffed as It Used to Be, but It's Still Beneficial
In PLS, formally, it's tied to the same distributional assumptions that regression is. But it also will use a bootstrapping technique to get the standard errors that it needs. As long as dependence is a nuisance variable, multi-level models are unnecessary.
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