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Question

Mathematics Question on Probability and Statistics

From a lot of 10 items, which include 3 defective items, a sample of 5 items is drawn at random. Let the random variable XX denote the number of defective items in the sample. If the variance of XX is σ2\sigma^2, then 96σ296\sigma^2 is equal to _________.

Answer

Let XX denote the number of defective items in the sample.

xx0123
P(x)P(x)715\frac{7}{15}512\frac{5}{12}512\frac{5}{12}112\frac{1}{12}
xi2x_i^20149
P(xi2)P(x_i^2)00512\frac{5}{12}2012\frac{20}{12}912\frac{9}{12}

The mean μ\mu is given by:

μ=P(xi)xi=1812=32\mu = \sum P(x_i) \cdot x_i = \frac{18}{12} = \frac{3}{2}

Calculate P(xi2)\sum P(x_i^2):

P(xi2)=3412\sum P(x_i^2) = \frac{34}{12}

The variance σ2\sigma^2 is given by:

σ2=P(xi2)μ2\sigma^2 = \sum P(x_i^2) - \mu^2

σ2=3412(32)2\sigma^2 = \frac{34}{12} - \left( \frac{3}{2} \right)^2

σ2=341294=34122712=712\sigma^2 = \frac{34}{12} - \frac{9}{4} = \frac{34}{12} - \frac{27}{12} = \frac{7}{12}

Now, calculate 96σ296\sigma^2:

96σ2=96×712=5696\sigma^2 = 96 \times \frac{7}{12} = 56