[Rd] pt inaccurate when x is close to 0 (PR#9945)
skylab.gupta at gmail.com
skylab.gupta at gmail.com
Wed Oct 10 16:35:13 CEST 2007
Full_Name: Skylab Gupta
Version: R version 2.5.1 (2007-06-27)
OS: Windows XP
Submission from: (NULL) (216.82.144.137)
Hello,
I have been playing around with the statistical distributions in R. I think the
computations for the cumulative distribution function of the students t
distribution in R are not very accurate.
For instance, the cdf of a students t distribution with 13 degrees of freedom at
1e-4 is reported in R as "0.5000391350986764"; from Mathematica, it seems the
correct value is "0.50003913510150055", only about 9 accurate digits reported in
R.
I also did the following from within R:
-------------
df<-seq(1,100,by=1)
y<-pt(1e-4,df)
z<-c(0.50003183098839799,0.50003535533895194,0.50003675525997071,0.50003749999985481,0.50003796066840744,0.50003827327749706,0.50003849914427922,0.50003866990364754,0.50003880349244212,0.50003891083995444,0.50003899897813187,0.50003907263208447,0.50003913510150055,0.50003918874627440,0.50003923531785055,0.50003927612461441,0.50003931217478748,0.50003934425324170,0.50003937297989520,0.50003939886014204,0.50003942229165621,0.50003944360703978,0.50003946308016112,0.50003948094039441,0.50003949738053710,0.50003951256485324,0.50003952663295181,0.50003953969680248,0.50003955185925653,0.50003956322006460,0.50003957385523301,0.50003958382054481,0.50003959318443636,0.50003960200394315,0.50003961032679112,0.50003961818144815,0.50003962562026172,0.50003963266089213,0.50003963934773465,0.50003964569404735,0.50003965173577758,0.50003965749688895,0.50003966298323521,0.50003966823056478,0.50003967322766096,0.50003967801868676,0.50003968260005904,0.50003968700228751,0.50003969121916547,0.500
03969526955183,0.50003969915340063,0.50003970290428668,0.50003970650705731,0.50003970997149927,0.50003971332909936,0.50003971654204993,0.50003971964040972,0.50003972264367180,0.50003972553808163,0.50003972835715427,0.50003973106835642,0.50003973370765664,0.50003973624942966,0.50003973868896101,0.50003974107556448,0.50003974338818691,0.50003974563557085,0.50003974781567961,0.50003974993203681,0.50003975199594708,0.50003975399737965,0.50003975593675354,0.50003975782715593,0.50003975966389691,0.50003976145762119,0.50003976321975063,0.50003976489560775,0.50003976655049909,0.50003976818673812,0.50003976975798736,0.50003977127434285,0.50003977277055756,0.50003977423495483,0.50003977566285773,0.50003977705769798,0.50003977841313474,0.50003977975147973,0.50003978102874791,0.50003978230822732,0.50003978356836509,0.50003978477872879,0.50003978596096421,0.50003978713049724,0.50003978827577344,0.50003978935715154,0.50003979045422919,0.50003979153680134,0.50003979256756137,0.500039793589
57851,0.50003979462027492)
plot(df,(y-z)/z, type="s")
-------------
In the above R code, df contains the 100 integers between 1-100, y contains the
cdf of the students t distribution computed at 1e-4 from R, for all the df
degrees of freedom; and z contains the correct values (to 17 decimal digits) of
the students t distribution cdf at 1e-4 computed from Mathematica; when I plot
the relative errors between the computed values from Mathematica and R, it seems
the relative errors are large; we get only about 10-12 digits of accuracy from R
rather than about 15 digits (all this assuming that the Mathematica computed
values are correct). This happens for all values close to 0 where the cdf is
evaluated.
I am working on Windows XP, and I installed a precompiled binary version of R.
The following information might also be useful:
---------------
> sessionInfo()
R version 2.5.1 (2007-06-27)
i386-pc-mingw32
locale:
LC_COLLATE=English_United States.1252;LC_CTYPE=English_United
States.1252;LC_MONETARY=English_United
States.1252;LC_NUMERIC=C;LC_TIME=English_United States.1252
attached base packages:
[1] "stats" "graphics" "grDevices" "utils" "datasets" "methods"
"base"
> version
platform i386-pc-mingw32
arch i386
os mingw32
system i386, mingw32
status
major 2
minor 5.1
year 2007
month 06
day 27
svn rev 42083
language R
version.string R version 2.5.1 (2007-06-27)
---------------
Is there a reason for this loss of accuracy, or am I missing something here?
Thanks.
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