Hi,
Partial least squares regression is an addition of the multiple linear regression models. In its simple form, a linear model details out the linear relationship between a dependent (response) variable Y, and a set of predictor variables, the X's, so that
Y = a0 + a1X1 + a2X2 + ... + apXp
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