This group gathers numerical algorithms concerned with generating or testing randomness or computing a statistical estimate, including pseudorandom number generators such as the Mersenne Twister and linear congruential generators, sampling algorithms such as reservoir sampling and the Boltzmann sampler, approximate counting and streaming algorithms such as the Flajolet-Martin algorithm, randomness tests, Markov chain Monte Carlo methods such as the Swendsen-Wang algorithm, fractal dimension estimators such as the Higuchi dimension, and financial averaging statistics such as the volume-weighted and time-weighted average price. Their shared work is producing or evaluating a statistical or probabilistic estimate from data, as distinct from a deterministic numeric computation such as a matrix decomposition or a root-finding method.
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Era of Emergence Statistical and Randomness Testing
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1. Wikipedia: Statistical hypothesis test
Wikimedia FoundationStatistical hypothesis test, lead section, Arbuthnot sentenceQuote, Statistical hypothesis test, lead section, Arbuthnot sentence
The first use is credited to John Arbuthnot (1710), followed by Pierre-Simon Laplace (1770s), in analyzing the human sex ratio at birth; see § Human sex ratio.
View the Source RANDU (Wikipedia)
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It is a linear congruential generator (LCG)
View the Source Lehmer random number generator (Wikipedia)
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is a type of linear congruential generator (LCG) that operates in multiplicative group of integers modulo n.
View the Source Middle-square method (Wikipedia)
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In mathematics and computer science, the middle-square method or midsquares method is a method of generating pseudorandom numbers.
View the Source Dual EC DRBG (source article)
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presented as a cryptographically secure pseudorandom number generator (CSPRNG)
View the Source Lagged Fibonacci generator (Wikipedia)
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A Lagged Fibonacci generator (LFG or sometimes LFib) is an example of a pseudorandom number generator.
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