RNG Cycle and Duplication (PR#12540)
This message is in MIME format. The first part should be readable text, while the remaining parts are likely unreadable without MIME-aware tools. ---559023410-851401618-1218751024=:15885 Content-Type: TEXT/PLAIN; charset=ISO-8859-1; format=flowed Content-Transfer-Encoding: QUOTED-PRINTABLE I didn't describe the problem clearly. It's about the number of distinct=20 values. So just ignore cycle issue. My tests were: RNGkind(kind=3D"Knuth-TAOCP"); sum(duplicated(runif(1e7))); #return 46552 RNGkind(kind=3D"Knuth-TAOCP-2002"); sum(duplicated(runif(1e7))); #return 46415 #These collision frequency suggested there were 2^30 distinct values by=20 birthday problem. RNGkind(kind=3D"Marsaglia-Multicarry"); sum(duplicated(runif(1e7))); #return 11682 RNGkind(kind=3D"Super-Duper"); sum(duplicated(runif(1e7))); #return 11542 RNGkind(kind=3D"Mersenne-Twister"); sum(duplicated(runif(1e7))); #return 11656 #These indicated there were 2^32 distinct values, which agrees with the=20 help info. RNGkind(kind=3D"Wichmann-Hill"); sum(duplicated(runif(1e7))); #return 0 #So for this method, there should be more than 2^32 distinct values. You may not get the exact numbers, but they should be close. So how to=20 explain above problem? I need generate a large sample without any ties, it seems to me=20 "Wichmann-Hill" is only choice right now. =3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D= =3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D Shengqiao Li The Department of Statistics PO Box 6330 West Virginia University Morgantown, WV 26506-6330 =3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D= =3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D
On Thu, 14 Aug 2008, Peter Dalgaard wrote:
Shengqiao Li wrote:
Hello all, =20 I am generating large samples of random numbers. The RNG help page says:=
=20
"All the supplied uniform generators return 32-bit integer values that a=
re=20
converted to doubles, so they take at most 2^32 distinct values and long=
=20
runs will return duplicated values." But I find that the cycles are not =
the=20
same as the 32-bit integer. =20 My test indicated that the cycles for Knuth's methods were 2^30 while=20 Wichmann-Hill's cycle was larger than 2^32! No numbers were duplicated i=
n=20
10M numbers generated by runif using Wichmann-Hill. The other three meth=
ods=20
had cycle length of 2^32. =20 So, anybody can explain this? And any improvement to the implementation =
can=20
be made to increase the cycle length like the Wichmann-Hill method? =20
What test? These are not simple linear congruential generators. Just beca=
use=20
you get the same value twice, it doesn't mean that the sequence is repeat=
ing.=20
Perhaps you should read the entire help page rather than just the note. --=20 O__ ---- Peter Dalgaard =D8ster Farimagsgade 5, Entr.B c/ /'_ --- Dept. of Biostatistics PO Box 2099, 1014 Cph. K (*) \(*) -- University of Copenhagen Denmark Ph: (+45) 35327918 ~~~~~~~~~~ - (p.dalgaard at biostat.ku.dk) FAX: (+45) 35327907
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