[R] center or scale before analyzing using pls.pcr
bhx2 at mevik.net
Thu Feb 5 10:36:47 CET 2004
Jinsong Zhao <jinsong_zh at yahoo.com> writes:
> I found pls.pcr package will give different results if the data are
> centered and scaled using scale().
Centering is done automatically by all implementations of PLSR I am
aware of (including pls.pcr, afaics).
> I am not sure about when I should scale my data,
There are no fixed rules about this. Many practitioners live more or
less by the rule that unless the variables are `of the same type' or have
equal or comparable scales, they are scaled. One example of data that
is typically not scaled (at least to begin with) is spectroscopic data.
> and whether the dependent variable should be scaled.
There is no need for scaling the dependent variable.
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