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  2. Unbiased estimation of standard deviation - Wikipedia

    en.wikipedia.org/wiki/Unbiased_estimation_of...

    Since the square root is a strictly concave function, it follows from Jensen's inequality that the square root of the sample variance is an underestimate. The use of n − 1 instead of n in the formula for the sample variance is known as Bessel's correction , which corrects the bias in the estimation of the population variance, and some, but ...

  3. Variance - Wikipedia

    en.wikipedia.org/wiki/Variance

    The use of the term n − 1 is called Bessel's correction, and it is also used in sample covariance and the sample standard deviation (the square root of variance). The square root is a concave function and thus introduces negative bias (by Jensen's inequality), which depends on the distribution, and thus the corrected sample standard deviation ...

  4. Bias of an estimator - Wikipedia

    en.wikipedia.org/wiki/Bias_of_an_estimator

    This can be seen by noting the following formula, which follows from the Bienaymé formula, for the term in the inequality for the expectation of the uncorrected sample variance above: ⁡ [(¯)] =. In other words, the expected value of the uncorrected sample variance does not equal the population variance σ 2 , unless multiplied by a ...

  5. Standard deviation - Wikipedia

    en.wikipedia.org/wiki/Standard_deviation

    Taking square roots reintroduces bias (because the square root is a nonlinear function which does not commute with the expectation, i.e. often [] []), yielding the corrected sample standard deviation, denoted by s: = = (¯).

  6. Square root - Wikipedia

    en.wikipedia.org/wiki/Square_root

    The square root of a positive integer is the product of the roots of its prime factors, because the square root of a product is the product of the square roots of the factors. Since p 2 k = p k , {\textstyle {\sqrt {p^{2k}}}=p^{k},} only roots of those primes having an odd power in the factorization are necessary.

  7. Methods of computing square roots - Wikipedia

    en.wikipedia.org/wiki/Methods_of_computing...

    A method analogous to piece-wise linear approximation but using only arithmetic instead of algebraic equations, uses the multiplication tables in reverse: the square root of a number between 1 and 100 is between 1 and 10, so if we know 25 is a perfect square (5 × 5), and 36 is a perfect square (6 × 6), then the square root of a number greater than or equal to 25 but less than 36, begins with ...

  8. Binomial distribution - Wikipedia

    en.wikipedia.org/wiki/Binomial_distribution

    The formula can be understood as ... This follows from the linearity of the expected value along with the fact that X is the sum of ... apply again the square root ...

  9. Probability distribution - Wikipedia

    en.wikipedia.org/wiki/Probability_distribution

    Standard deviation: the square root of the variance, and hence another measure of dispersion. Symmetry: a property of some distributions in which the portion of the distribution to the left of a specific value (usually the median) is a mirror image of the portion to its right.