Statistical randomness

A numeric sequence is said to be statistically random when it contains no recognizable patterns or regularities; sequences such as the results of an ideal dice roll, or the digits of π exhibit statistical randomness.

Statistical randomness does not necessarily imply "true" randomness, i.e., objective unpredictability. Pseudorandomness is sufficient for many uses, such as statistics, hence the name statistical randomness.

Global randomness and local randomness are different. Most philosophical conceptions of randomness are globalbecause they are based on the idea that "in the long run" a sequence looks truly random, even if certain sub-sequences would not look random. In a "truly" random sequence of numbers of sufficient length, for example, it is probable there would be long sequences of nothing but repeating numbers, though on the whole the sequence might be random. Local randomness refers to the idea that there can be minimum sequence lengths in which random distributions are approximated. Long stretches of the same numbers, even those generated by "truly" random processes, would diminish the "local randomness" of a sample (it might only be locally random for sequences of 10,000 numbers; taking sequences of less than 1,000 might not appear random at all, for example).

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Latest News for: statistical randomness

Trans Violence Is a Real Thing, and It Is Out of Control

Hot Air 21 Mar 2025
Statistically speaking, the idea that this is random is ridiculous, as in 1 in a billion ... Statistically speaking, the number of mass shooters is almost nothing out of 330 million Americans.

Column: Don’t vilify animal organizations providing needed services

Daily Press 20 Mar 2025
Many Virginia shelters whose annual statistics reflect the random “90%” metric recognize that the term “no-kill” is misleading, inaccurate and divisive, and they reject its use ... statistic.

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Vox 14 Mar 2025
More recent studies with more rigorous statistical randomization reported that “alcohol consumption of all amounts was associated with increased cardiovascular risk,” with the risk increasing with every drink.

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GetNews 13 Mar 2025
In August 2024, Timber Pharmaceuticals Inc., a LEO Pharma company, has released findings from the randomized, double-blind 12-week phase of the ASCEND trial.

Panel finds merit in 40% kickbacks allegations during BJP govt

The Times of India 12 Mar 2025
The commission randomly selected 1,750 completed works for scrutiny with assistance from Bureau of Statistics and Programme Implementation.There were specific complaints about irregularities in cost ...

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NIH 12 Mar 2025
STOMP was a randomized international efficacy study that enrolled participants who had been ill with mpox for fewer than 14 days in Argentina, Brazil, Japan, Mexico, Peru, Thailand and the United States, including Puerto Rico.

Judge OKs use of controversial DNA evidence in Paul Caneiro quadruple murder trial

app 10 Mar 2025
Final oral arguments in Caneiro pre-trial ... Superior Court Judge Marc C ... The traditional method, know as random match probability, generates a statistic on the probability a match to a DNA profile can be found in the general population ... 21, 2018 ...

Can drinking water help in losing weight? How much water should one drink to see weight loss results

The Times of India 05 Mar 2025
Increased water intake (or decreased intake in one research) was linked to statistically meaningful weight loss and fewer nephrolithiasis occurrences in this comprehensive review of 18 randomized clinical trials conducted by the JAMA Network.

Letters for March 4

The Spokesman-Review 04 Mar 2025
Republican budget proposal. Congressman Baumgartner recently voted to support the Republican budget proposal. If passed, it could affect over 200,000 of his constituents who are covered by Medicaid ... We are not random, line-item statistics ... Spokane ... .
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