[R] prcomp compared to SPAD
ben@zoo.ufl.edu
ben at zoo.ufl.edu
Tue Oct 3 15:29:55 CEST 2000
I am pretty ignorant but:
scale: a logical value indicating whether the variables should be
scaled to have unit variance before the analysis takes place.
The default is `FALSE' for consistency with S, but in general
scaling is advisable. Alternately, a vector of length equal
the number of columns of `x' can be supplied. The value is
passed to `scale'.
If you use scale=TRUE you at least get agreement in the proportion of
variance/cumulative proportion columns.
On Tue, 3 Oct 2000, Christine Serres wrote:
> Hi !
>
> I've used the example given in the documentation for the prcomp function
> both in R and SPAD to compare the results obtained.
> Surprisingly, I do not obtain the same results for the coordinates of
> the principal composantes with these two softwares.
>
>
> using USArrests data I obtain with R :
>
> > summary(prcomp(USArrests))
> Importance of components:
> PC1 PC2 PC3 PC4
> Standard deviation 83.732 14.2124 6.4894 2.48279
> Proportion of Variance 0.966 0.0278 0.0058 0.00085
> Cumulative Proportion 0.966 0.9933 0.9991 1.00000
>
>
> And using SPAD (french editor CISIA) :
>
> Ex: sd pv cp
> comp1 | 2.4802 | 62.01 | 62.01 |
> comp2 | 0.9898 | 24.74 | 86.75 |
> comp3 | 0.3566 | 8.91 | 95.66 |
> comp4 | 0.1734 | 4.34 | 100.00 |
>
>
> Am I wrong using R ? Why the results are so different ?
> Furthemore could anyone explain me the difference between prcomp and
> princomp, since we do not obtain exxactly the same results using these
> two functions.
> And how to obtain the coordinates of the points on the first composante
> using R ?
>
> Many thanks,
> Christine
>
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