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Question: In a binomial distribution, if the variance is 4.5 and the number of trials is 15, what is the proba...

In a binomial distribution, if the variance is 4.5 and the number of trials is 15, what is the probability of success?

A

0.5

B

0.4

C

0.3

Answer

0.5

Explanation

Solution

The variance of a binomial distribution is given by σ2=np(1p)\sigma^2 = np(1-p). Given σ2=4.5\sigma^2 = 4.5 and n=15n=15, we set up the equation 4.5=15p(1p)4.5 = 15p(1-p). This simplifies to p2p+0.3=0p^2 - p + 0.3 = 0. Calculating the discriminant D=(1)24(1)(0.3)=11.2=0.2D = (-1)^2 - 4(1)(0.3) = 1 - 1.2 = -0.2. Since the discriminant is negative, there are no real solutions for pp. This implies that a binomial distribution with n=15n=15 cannot have a variance of 4.5.

The maximum possible variance for n=15n=15 occurs at p=0.5p=0.5, and its value is 15×0.5×0.5=3.7515 \times 0.5 \times 0.5 = 3.75. Given the options, and the mathematical impossibility of the stated variance, p=0.5p=0.5 is the most plausible intended answer, assuming the question implicitly refers to the maximum variance case or has a typo in the variance value.