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  2. List of random number generators - Wikipedia

    en.wikipedia.org/wiki/List_of_random_number...

    [1] In its original form, it is of poor quality and of historical interest only. Lehmer generator: 1951 D. H. Lehmer [2] One of the very earliest and most influential designs. Linear congruential generator (LCG) 1958 W. E. Thomson; A. Rotenberg [3] [4] A generalisation of the Lehmer generator and historically the most influential and studied ...

  3. Pseudorandom generator - Wikipedia

    en.wikipedia.org/wiki/Pseudorandom_generator

    If a full derandomization is desired, a completely deterministic simulation proceeds by replacing the random input to the randomized algorithm with the pseudorandom string produced by the pseudorandom generator. The simulation does this for all possible seeds and averages the output of the various runs of the randomized algorithm in a suitable way.

  4. /dev/random - Wikipedia

    en.wikipedia.org/wiki/Dev/random

    Since OpenBSD 5.1 (May 1, 2012) /dev/random and /dev/arandom uses arc4random, a CSPRNG function based on RC4. The function was changed to use the stronger ChaCha20 with OpenBSD 5.5 (May 1, 2014). The system automatically uses hardware random number generators (such as those provided on some Intel PCI hubs) if they are available, through the ...

  5. Xorshift - Wikipedia

    en.wikipedia.org/wiki/Xorshift

    The first has one 32-bit word of state, and period 2 32 −1. The second has one 64-bit word of state and period 2 64 −1. The last one has four 32-bit words of state, and period 2 128 −1. The 128-bit algorithm passes the diehard tests. However, it fails the MatrixRank and LinearComp tests of the BigCrush test suite from the TestU01 framework.

  6. RE/flex - Wikipedia

    en.wikipedia.org/wiki/Re/flex

    The RE/flex lexical analyzer generator accepts an extended syntax of Flex lexer specifications as input. The RE/flex specification syntax is more expressive than the traditional Flex lexer specification syntax and may include indentation anchors, word boundaries, lazy quantifiers (non-greedy, lazy repeats), and new actions such as wstr() to ...

  7. Pseudorandomness - Wikipedia

    en.wikipedia.org/wiki/Pseudorandomness

    Before modern computing, researchers requiring random numbers would either generate them through various means (dice, cards, roulette wheels, [5] etc.) or use existing random number tables. The first attempt to provide researchers with a ready supply of random digits was in 1927, when the Cambridge University Press published a table of 41,600 ...

  8. Cryptographically secure pseudorandom number generator

    en.wikipedia.org/wiki/Cryptographically_secure...

    In the asymptotic setting, a family of deterministic polynomial time computable functions : {,} {,} for some polynomial p, is a pseudorandom number generator (PRNG, or PRG in some references), if it stretches the length of its input (() > for any k), and if its output is computationally indistinguishable from true randomness, i.e. for any probabilistic polynomial time algorithm A, which ...

  9. Universal hashing - Wikipedia

    en.wikipedia.org/wiki/Universal_hashing

    Consider two strings ¯, ¯ and let be length of the longer one; for the analysis, the shorter string is conceptually padded with zeros up to length . A collision before applying h i n t {\displaystyle h_{\mathrm {int} }} implies that a {\displaystyle a} is a root of the polynomial with coefficients x ¯ − y ¯ {\displaystyle {\bar {x}}-{\bar ...