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Continuity correction

 
Statistics Dictionary: continuity correction

A correction term used when the distribution of a discrete random variable is approximated by that of a continuous random variable. For a discrete random variable, X, taking values..., x-1, x, x+1,..., the probability of X taking the value x would be approximated by




,
where Y is the approximating continuous random variable. See also binomial distribution; Poisson distribution; Yates-corrected chi-squared test.



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Wikipedia: Continuity correction
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In probability theory, if a random variable X has a binomial distribution with parameters n and p, i.e., X is distributed as the number of "successes" in n independent Bernoulli trials with probability p of success on each trial, then

P(X\leq x) = P(X<x+1)

for any x ∈ {0, 1, 2, ... n}. If np and n(1 − p) are large (sometimes taken to mean ≥ 5), then the probability above is fairly well approximated by

P(Y\leq x+1/2)

where Y is a normally distributed random variable with the same expected value and the same variance as X, i.e., E(Y) = np and var(Y) = np(1 − p). This addition of 1/2 to x is a continuity correction.

A continuity correction can also be applied when other discrete distributions supported on the integers are approximated by the normal distribution. For example, if X has a Poisson distribution with expected value λ then the variance of X is also λ, and

P(X\leq x)=P(X<x+1)\approx P(Y\leq x+1/2)

if Y is normally distributed with expectation and variance both λ.

See also

References

  • Devore, Jay L., Probability and Statistics for Engineering and the Sciences, Fourth Edition, Duxbury Press, 1995.

Best of the Web: Continuity correction
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Some good "Continuity correction" pages on the web:


Math
mathworld.wolfram.com
 
 
 

 

Copyrights:

Statistics Dictionary. A Dictionary of Statistics. Second edition revised. Copyright © Oxford University Press, 2008. All rights reserved.  Read more
Wikipedia. This article is licensed under the Creative Commons Attribution/Share-Alike License. It uses material from the Wikipedia article "Continuity correction" Read more