Prime modulus multiplicative linear congruential generator: Difference between revisions

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The '''prime modulus multiplicative linear congruential generator''' is a special type of
[[linear congruential generator]], given by:
:<math>y_{n+1}\equiv ay_n + b  \qquad({\mathrm {mod}} ~m),</math>
The parameter <math>m</math>
The parameter <math>m</math>
should be prime and as large as possible without causing a numerical overflow
should be prime and as large as possible without causing a numerical overflow
Line 5: Line 9:
then the logical choice of <math>m</math> is the Mersenne prime
then the logical choice of <math>m</math> is the Mersenne prime


<math>m=2^{31} -1=2147483647</math>,
:<math>\left.m\right.=2^{31} -1=2147483647</math>,


with  <math>a=7^5</math> (a positive primitive root of <math>m</math> see Ref.s 1 and 2),
with  <math>a=7^5</math> (a positive primitive root of <math>m</math> see Ref.s 1 and 2),
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==References==
==References==
#[CACM_1966_09_0432]
#[http://dx.doi.org/10.1145/365696.365712 D. W. Hutchinson, "A New Uniform Pesudorandom Number Generator", Communications of the ACM, '''9''' pp. 432-433 (1966)]
#[IBM_1969_02_0136]
#[http://www.research.ibm.com/journal/sj/082/ibmsj0802D.pdf P. A. W.  Lewis and A. S. Goodman and J. M. Miller, "A pseudo-random number generator for the System/360", IBM Systems Journal  '''2''' pp. 136 (1969)]
#[CACM_2003_46_0090]
#[http://dx.doi.org/10.1145/769800.769827 G. Marsaglia, "Seeds for Random Number Generators",Communications of the ACM, '''46''' pp. 90-93 (2003)]
#[MC_1999_68_249]
#[http://dx.doi.org/10.1090/S0025-5718-99-00996-5 Pierre L'Ecuyer, "Tables of linear congruential generators of different sizes and good lattice structure", Mathematics of Computation, '''68''' pp. 249 - 260  (1999)]
#[CPC_1997_103_0103]
#[http://dx.doi.org/10.1016/S0010-4655(97)00052-0  Iosif G. Dyadkin and Kenneth G. Hamilton "A study of 64-bit multipliers for Lehmer pseudorandom number generators", Computer Physics Communications, '''103'''  pp. 103-130 (1997)]
#[http://dx.doi.org/10.1016/S0010-4655(99)00467-1    Iosif G. Dyadkin and Kenneth G. Hamilton "A study of 128-bit multipliers for congruential pseudorandom number generators", Computer Physics Communications, '''125'''  pp. 239-258 (2000)]
 
[[Category: Random numbers]]

Latest revision as of 15:16, 12 February 2008

The prime modulus multiplicative linear congruential generator is a special type of linear congruential generator, given by:

The parameter should be prime and as large as possible without causing a numerical overflow on the computer that it is running on. For example, for a 32-bit (31 bit + 1 sign bit) word size then the logical choice of is the Mersenne prime

,

with (a positive primitive root of see Ref.s 1 and 2), and . With these parameters one is able to generate a series of pseudo-random numbers from one seed value. For an interesting discussion on how to choose an initial seed value see Ref. 3. For a list of other values of and see Ref.4 and for its use on 64-bit computers see Ref. 5.

References[edit]

  1. D. W. Hutchinson, "A New Uniform Pesudorandom Number Generator", Communications of the ACM, 9 pp. 432-433 (1966)
  2. P. A. W. Lewis and A. S. Goodman and J. M. Miller, "A pseudo-random number generator for the System/360", IBM Systems Journal 2 pp. 136 (1969)
  3. G. Marsaglia, "Seeds for Random Number Generators",Communications of the ACM, 46 pp. 90-93 (2003)
  4. Pierre L'Ecuyer, "Tables of linear congruential generators of different sizes and good lattice structure", Mathematics of Computation, 68 pp. 249 - 260 (1999)
  5. Iosif G. Dyadkin and Kenneth G. Hamilton "A study of 64-bit multipliers for Lehmer pseudorandom number generators", Computer Physics Communications, 103 pp. 103-130 (1997)
  6. Iosif G. Dyadkin and Kenneth G. Hamilton "A study of 128-bit multipliers for congruential pseudorandom number generators", Computer Physics Communications, 125 pp. 239-258 (2000)