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Linear congruential generator
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=== ''m'' prime, ''c'' = 0 === {{main|Lehmer random number generator}} This is the original Lehmer RNG construction. The period is ''m''β1 if the multiplier ''a'' is chosen to be a [[Primitive element (finite field)|primitive element]] of the integers modulo ''m''. The initial state must be chosen between 1 and ''m''β1. One disadvantage of a prime modulus is that the modular reduction requires a double-width product and an explicit reduction step. Often a prime just less than a power of 2 is used (the [[Mersenne prime]]s 2<sup>31</sup>β1 and 2<sup>61</sup>β1 are popular), so that the reduction modulo ''m'' = 2<sup>''e''</sup> β ''d'' can be computed as (''ax'' mod 2<sup>''e''</sup>) + ''d'' {{floor|''ax''/2<sup>''e''</sup>}}. This must be followed by a conditional subtraction of ''m'' if the result is too large, but the number of subtractions is limited to ''ad''/''m'', which can be easily limited to one if ''d'' is small. If a double-width product is unavailable, and the multiplier is chosen carefully, '''Schrage's method'''<ref>{{cite journal |title=A more portable Fortran random number generator |first=Linus |last=Schrage |journal=ACM Transactions on Mathematical Software |volume=5 |issue=2 |pages=132β138 |date=June 1979 |doi=10.1145/355826.355828 |url=http://degiorgi.math.hr/aaa_sem/Rand_Gen/p132-schrage.pdf }}</ref><ref>{{cite web |title=Computer Systems Performance Analysis Chapter 26: Random-Number Generation |first=Raj |last=Jain |date=9 July 2010 |pages=19β20 |url=http://www.cse.wustl.edu/~jain/iucee/ftp/k_26rng.pdf#page=19 |access-date=2017-10-31 }}</ref> may be used. To do this, factor ''m'' = ''qa''+''r'', i.e. {{nobr|1=''q'' = {{floor|''m''/''a''}}}} and {{nobr|1=''r'' = ''m'' mod ''a''}}. Then compute ''ax'' mod ''m'' = {{nobr|''a''(''x'' mod ''q'') β ''r''{{floor|''x''/''q''}}}}. Since ''x'' mod ''q'' < ''q'' β€ ''m''/''a'', the first term is strictly less than ''am''/''a'' = ''m''. If ''a'' is chosen so that ''r'' β€ ''q'' (and thus ''r''/''q'' β€ 1), then the second term is also less than ''m'': ''r''{{floor|''x''/''q''}} β€ ''rx''/''q'' = ''x''(''r''/''q'') β€ ''x'' < ''m''. Thus, both products can be computed with a single-width product, and the difference between them lies in the range [1β''m'', ''m''β1], so can be reduced to [0, ''m''β1] with a single conditional add.<ref>{{cite web |title=Schrage's Method |url=http://home.earthlink.net/~pfenerty/pi/schrages_method.html |first=Paul |last=Fenerty |date=11 September 2006 |access-date=2017-10-31 |archive-url=https://web.archive.org/web/20181230061306/http://home.earthlink.net/~pfenerty/pi/schrages_method.html |archive-date=2018-12-30 |url-status=dead }}</ref> The most expensive operation in Schrage's method is the division (with remainder) of ''x'' by ''q''; fast [[Division algorithm#Division by a constant|algorithms for division by a constant]] are not available since they also rely on double-width products. A second disadvantage of a prime modulus is that it is awkward to convert the value 1 β€ ''x'' < ''m'' to uniform random bits. If a prime just less than a power of 2 is used, sometimes the missing values are simply ignored.
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