The hypergeometric distribution models how many members of a group of interest appear in a sample drawn from two groups when sampling is done without replacement. Because selected items are not returned, the probabilities change from one draw to the next.
For example, suppose a softball team is selected from 11 men and 13 women. If a woman is selected first, the probability that the second person selected is a man is 11/23. If a man is selected first, that probability is 10/23. The second probability depends on the first selection, illustrating why the draws are dependent.
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What is a hypergeometric experiment?
An experiment that samples without replacement from a population consisting of two groups and counts how many sampled items belong to a designated group of interest.
What do the parameters in X∼H(r,b,n) mean?
r is the size of the group of interest, b is the size of the other group, and n is the sample size. The variable X counts selected items from the group of interest.
How do you calculate P(X=x) for a hypergeometric random variable?
Use P(X=x)=(nr+b)(xr)(n−xb), which divides the number of samples with exactly x items from the group of interest by the number of all samples of size n.
What are the feasible values of X?
They range from max(0,n−b) to min(n,r), inclusive.
What are the mean and standard deviation formulas?
The mean is μ=nr+br. The standard deviation is σ=(r+b)2(r+b−1)rbn(r+b−n).
Quiz questions
Why are successive selections in a hypergeometric experiment dependent?Answer: Without replacement, each selection changes the composition of the remaining population.
In X∼H(r,b,n), what does r represent?Answer: The size of the group of interest.
Which expression gives the probability of exactly x items from the group of interest?Answer: (nr+b)(xr)(n−xb)
A sample of 9 students is drawn from 16 business majors and 7 non-business majors. If X counts business majors, what is the smallest possible value of X?Answer: 2, since no more than 7 non-business majors can be selected.
A committee of 7 is chosen from 15 men and 18 women. If X counts men, which expression represents the probability of more than 4 men?Answer: P(X=5)+P(X=6)+P(X=7) for X∼H(15,18,7)
Based on Introductory Statistics 2e by Barbara Illowsky, Susan Dean (OpenStax), licensed CC BY 4.0. Adapted into a summary, flashcards and quizzes.