[R] about model.matrix
Michael Dewey
lists at dewey.myzen.co.uk
Thu Apr 2 18:02:39 CEST 2015
You cannot have columns which are linearly dependent.
Starting a project which uses statistics without having some sort of
local statistical backup seems unprofitable.
install.packages("fortunes") # if not already done
library(fortunes)
fortune(122)
On 02/04/2015 15:20, Fix Ace wrote:
> Thank you very much for the response. Then what does it mean? I am not a
> stat person, but have to use it for my project. :(
>
> Could you please recommend some readings about it? Thanks a lot!
>
>
>
> On Wednesday, April 1, 2015 10:58 AM, Michael Dewey
> <lists at dewey.myzen.co.uk> wrote:
>
>
> This is really a question about statistics rather than R but see below
>
> On 01/04/2015 06:28, Fix Ace wrote:
> > I tried to run the sample code from R:
> > dd <- data.frame(a = gl(3,4), b = gl(4,1,12)) a b
> > 1 1 1
> > 2 1 2
> > 3 1 3
> > 4 1 4
> > 5 2 1
> > 6 2 2
> > 7 2 3
> > 8 2 4
> > 9 3 1
> > 10 3 2
> > 11 3 3
> > 12 3 4
> > options("contrasts")
> > model.matrix(~ a + b, dd)(Intercept) a2 a3 b2 b3 b4
> > 1 1 0 0 0 0 0
> > 2 1 0 0 1 0 0
> > 3 1 0 0 0 1 0
> > 4 1 0 0 0 0 1
> > 5 1 1 0 0 0 0
> > 6 1 1 0 1 0 0
> > 7 1 1 0 0 1 0
> > 8 1 1 0 0 0 1
> > 9 1 0 1 0 0 0
> > 10 1 0 1 1 0 0
> > 11 1 0 1 0 1 0
> > 12 1 0 1 0 0 1
> > when I tried to remove the intercept from the matrix, I used the
> following codemodel.matrix(~ 0+a + b, dd)
> > a1 a2 a3 b2 b3 b41 1 0 0 0 0 02 1 0 0 1 0 03 1 0 0 0 1 04 1 0 0 0 0
> 15 0 1 0 0 0 06 0 1 0 1 0 07 0 1 0 0 1 08 0 1 0 0 0 19 0 0 1 0 0 010 0
> 0 1 1 0 011 0 0 1 0 1 012 0 0 1 0 0 1 when I tried to remove the intercept
> >
>
> That got mangled but
>
> In your matrix below try forming the sum of a1+a2+a3 and the sum of
> b1+b2+b3+b4. I think you will find they are linearly related.
>
>
> > Here I noticed that, all levels of a, a1, a2, and a3, were included.
> I wonder how I can include the "b1" in the matrix as well? a1 a2 a3 b1
> b2 b3 b4
> > 1 1 0 0 1 0 0 0
> > 2 1 0 0 0 1 0 0
> > 3 1 0 0 0 0 1 0
> > 4 1 0 0 0 0 0 1
> > 5 0 1 0 1 0 0 0
> > 6 0 1 0 0 1 0 0
> > 7 0 1 0 0 0 1 0
> > 8 0 1 0 0 0 0 1
> > 9 0 0 1 1 0 0 0
> > 10 0 0 1 0 1 0 0
> > 11 0 0 1 0 0 1 0
> > 12 0 0 1 0 0 0 1
>
> >
> > [[alternative HTML version deleted]]
> >
> > ______________________________________________
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>
> --
> Michael
> http://www.dewey.myzen.co.uk/home.html
>
>
>
--
Michael
http://www.dewey.myzen.co.uk/home.html
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