Continuity correction

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In mathematics, a continuity correction is an adjustment made when a discrete object is approximated using a continuous object.

Binomial

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

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

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.

Poisson

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

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

Applications

See also

References

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