Reconsider problem 1 but suppose that the sample is selected with replacement. A small pond contains 30 fish, 10 of which have been tagged. Suppose that a fisherman’s catches four fish by catching a fish, noting whether it is tagged, releasing it, and repeating until four fish have been caught. (Assume that these four fish form a random sample of size four selected with replacement.) Let X denote the number of tagged fish that are caught.
a) What is the name of the distribution of X and what is the p.m.f. of X for this example? Provide an expression for pX(x).
b) Find the probability that the fisherman’s catch will contain at most 3 tagged fish. c) Use the appropriate expressions from section 7.9 to compute expected value of X and the variance of X.
(a)
Since out of 30 fishes, 10 are tagged so the probability that a fish is tagged is
p = P(tagged) = 10/30 = 1/3 = 0.3333
Since fish are drawn with replacement so each time probability of getting tagged fish remain same.
Here X has binomial distribution with parameter n= 4 and p = 0.3333.
The expression of pmf is
Following table shows the pmf:
X | p(x) |
0 | 0.19757 |
1 | 0.39508 |
2 | 0.29627 |
3 | 0.09874 |
4 | 0.01234 |
(b)
(c)
Following table shows the calculations:
X | p(x) | x*p(x) | x^2*p(x) |
0 | 0.19757 | 0 | 0 |
1 | 0.39508 | 0.39508 | 0.39508 |
2 | 0.29627 | 0.59254 | 1.18508 |
3 | 0.09874 | 0.29622 | 0.88866 |
4 | 0.01234 | 0.04936 | 0.19744 |
Total | 1.3332 | 2.66626 |
The mean is
The variance is
Another way to find mean and variance:
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