[R] More on ties with rank()
arcriswell
arc at arcriswell.com
Tue May 7 09:14:36 CEST 2002
I am grateful to Prof. Ripley for his explanation. Indeed, rounding explains
it all.
I take the difference between two vectors and call it "z"
method.a <- c(6.3, 6.3, 3.5, 5.1, 5.5, 7.7, 6.3, 2.8, 3.4, 5.7, 5.6, 6.2,
6.6,
7.7, 7.4, 5.6, 6.3, 8.4, 5.6, 4.8, 4.3, 4.2, 3.3,
3.8, 5.7, 4.1)
method.b <- c(5.2, 6.6, 2.3, 4.4, 4.1, 6.4, 5.4, 2.3, 3.2, 5.2, 4.9, 6.1,
6.3,
7.4, 7.4, 4.9, 5.4, 8.4, 5.1, 4.4, 4.3, 4.1, 2.2,
4.0, 5.8, 4.0)
z <- sort(abs(method.a - method.b))
If I do as suggested, and apply dput(z), the rounding error shows its ugly
head.
> dput(z)
c(0.0999999999999996, 0.0999999999999996, 0.100000000000001,
0.100000000000001, 0.200000000000000, 0.2, 0.3, 0.3, 0.3, 0.399999999999999,
0.5, 0.5, 0.5, 0.699999999999999, 0.699999999999999, 0.699999999999999,
0.9, 0.9, 1.1, 1.1, 1.2, 1.3, 1.4)
>
Now, if I define a new variable rounding off the errors, I get the correct
response.
> k <- round(dput(z),1)
c(0.0999999999999996, 0.0999999999999996, 0.100000000000001,
0.100000000000001, 0.200000000000000, 0.2, 0.3, 0.3, 0.3, 0.399999999999999,
0.5, 0.5, 0.5, 0.699999999999999, 0.699999999999999, 0.699999999999999,
0.9, 0.9, 1.1, 1.1, 1.2, 1.3, 1.4)
> rank(k)
[1] 2.5 2.5 2.5 2.5 5.5 5.5 8.0 8.0 8.0 10.0 12.0 12.0 12.0 15.0
15.0
[16] 15.0 17.5 17.5 19.5 19.5 21.0 22.0 23.0
>
But it strikes me as odd, that such an innocent calculation could lead to
such a significant miscalculation based on rounding error.
Thanks,
ANDREW
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