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Binomial Approximation to the Hypergeometric Distribution

Binomial Approximation to the Hypergeometric Distribution

A random variable X that has a hypergeometric distribution with parameters N, n and k has the following probability mass function:

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The values of E(X) and Var(X) are

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The hypergeometric distribution with parameters N, n and k is the probability distribution of the random variable X, whose value is the number of successes in a sample of n items from a population of size N that has k 'success' items and N - k 'failure' items. Like the binomial distribution, the hypergeometric distribution with parameters N, n and k is also the sum of n Bernoulli variables, with the ith Bernoulli variable having the value 1 if the n Bernoulli variables are no longer independent of each other; in fact, their parameters pi may differ from one another, since p, the probability of getting a success, depends on the number of successes already drawn in the previous (i-1) objects. object is a success, 0 otherwise. However, the

If the sample size n is small relative to N, then the probability of the object being a success will vary just slightly for different values of i. In this case, the hypergeometric distribution with parameters N, n and k will be the sum of n (almost) independent Bernoulli variables with parameter p = k / N. Thus, it can be approximated by the binomial distribution with parameters n and p = k / N.

The mean and variance of a random variable X having the binomial distribution above is

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These values are the same as the mean and variance of the hypergeometric distribution above, except that the values for the variances differ by the factor

6dpd035 . term 6dpd035 has a close to 1 for n small relative to N.

 

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