[R] Is this correct?
Duncan Murdoch
murdoch at stats.uwo.ca
Tue Oct 11 12:44:48 CEST 2005
Joe wrote:
> Dear userR,
>
> With the following results, are they correct or acceptable?
Yes. See the FAQ:
7.31 Why doesn't R think these numbers are equal?
The only numbers that can be represented exactly in R's numeric type are
integers and fractions whose denominator is a power of 2. Other numbers
have to be rounded to (typically) 53 binary digits accuracy. As a
result, two floating point numbers will not reliably be equal unless
they have been computed by the same algorithm, and not always even then.
For example
R> a <- sqrt(2)
R> a * a == 2
[1] FALSE
R> a * a - 2
[1] 4.440892e-16
The function all.equal() compares two objects using a numeric tolerance
of .Machine$double.eps ^ 0.5. If you want much greater accuracy than
this you will need to consider error propagation carefully.
For more information, see e.g. David Goldberg (1991), “What Every
Computer Scientist Should Know About Floating-Point Arithmetic”, ACM
Computing Surveys, 23/1, 5–48, also available via
http://docs.sun.com/source/806-3568/ncg_goldberg.html.
>
>
>>x <- c(1.4, 1.2, 2.8)
>>sum(x)
>
> [1] 5.4
>
>>sum(x) == 5.4
>
> [1] FALSE
>
>>(1.4 + 1.2 + 2.8) - 5.4
>
> [1] -8.881784e-16
>
>>(1.4 + 1.2) - 2.6
>
> [1] -4.440892e-16
>
>>2.6 - 1.5 - 1.1
>
> [1] 0
>
>
>>version
>
> _
> platform i386-pc-mingw32
> arch i386
> os mingw32
> system i386, mingw32
> status
> major 2
> minor 2.0
> year 2005
> month 10
> day 06
> svn rev 35749
> language R
>
> What can I do to correct them if they are not correct?
> Thanks!
> --
> C. Joseph Lu
> Department of Statistics
> National Cheng-Kung University
> Tainan, Taiwan, ROC
>
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