[Rd] lsfit w/ rank-deficient x
Vadim Ogranovich
vogranovich at jumptrading.com
Tue Mar 17 18:14:45 CET 2009
Actually, the correct permutation is given by the inverse of qr$pivot:
foo$coefficients[foo$qr$pivot] <- foo$coefficients
Here foo is an object returned by lsfit, see below.
-----Original Message-----
From: Vadim Ogranovich
Sent: Friday, March 13, 2009 5:25 PM
To: 'r-devel at r-project.org'
Subject: lsfit w/ rank-deficient x
Dear R-devel,
It seems that lsfit incorrectly reports coefficients when the input matrix 'x' is rank-deficient, see the example below:
## here values of 'b' and 'c' are incorrectly swapped
> x <- cbind(a=rnorm(100), b=0, c=rnorm(100)); y <- rnorm(100); lsfit(x, y)$coef
Intercept a b c
-0.0227787 0.1042860 -0.1729261 0.0000000
Warning message:
In lsfit(x, y) : 'X' matrix was collinear
## correct values
> lsfit(x[,-2], y)$coef
Intercept a c
-0.0227787 0.1042860 -0.1729261
I looked inside the lsfit code and it appears that even though rank-deficiency is detected there is no attempt to patch the coefficients. Why is that?
Taking clues from the code it appears that the following trick might do the work:
> foo <- lsfit(x, y)
Warning message:
In lsfit(x, y) : 'X' matrix was collinear
> structure(foo$coefficients[foo$qr$pivot], names=names(foo$coefficients))
Intercept a b c
0.14857345 -0.07473099 0.00000000 0.12835155
Is this reliable or there are cases when it may fail?
Thanks,
Vadim
P.S.
> version
_
platform i386-pc-mingw32
arch i386
os mingw32
system i386, mingw32
status
major 2
minor 7.1
year 2008
month 06
day 23
svn rev 45970
language R
version.string R version 2.7.1 (2008-06-23)
>
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