Question #67848

Suppose that the weight distribution of monitor lizards is normal, with 10% of all
monitor lizards having a weight of more than 10.6340 kg and 5% having a weight
of less than 9.7565 kg. Find the mean and standard deviation of the weight dis-
tribution.
1

Expert's answer

2017-05-04T13:24:09-0400

Answer on Question #67848 – Math – Statistics and Probability

Question

Suppose that the weight distribution of monitor lizards is normal, with 10%10\% of all monitor lizards having a weight of more than 10.6340kg10.6340\mathrm{kg} and 5%5\% having a weight of less than 9.7565 kg. Find the mean and standard deviation of the weight distribution.

Solution

Let XX be a random variable which corresponds to the weight distribution of monitor lizards. We have that


P{X>10.6340}=10100=0.1P \{X > 10.6340\} = \frac{10}{100} = 0.1


and


P{X<9.7565}=5100=0.05.P \{X < 9.7565\} = \frac{5}{100} = 0.05.


If XX is normally distributed with the mean μ\mu and the variance σ2\sigma^2, then Xμσ\frac{X - \mu}{\sigma} has the standard normal distribution.

Therefore,


P{X>10.6340}=P{Xμσ>10.6340μσ}=0.1P \{X > 10.6340\} = P \left\{\frac{X - \mu}{\sigma} > \frac{10.6340 - \mu}{\sigma} \right\} = 0.1


and


P{X<9.7565}=P{Xμσ<9.7565μσ}=0.05.P \{X < 9.7565\} = P \left\{\frac{X - \mu}{\sigma} < \frac{9.7565 - \mu}{\sigma} \right\} = 0.05.


By Excel we get that


10.6340μσ=1.2816\frac{10.6340 - \mu}{\sigma} = 1.2816


and


9.7565μσ=1.6449.\frac{9.7565 - \mu}{\sigma} = -1.6449.


In order to find μ\mu and σ\sigma we have to solve the system of linear equations


{10.6340μ=1.2816σ,9.7565μ=1.6449σ.\left\{ \begin{array}{l} 10.6340 - \mu = 1.2816 \sigma, \\ 9.7565 - \mu = -1.6449 \sigma. \end{array} \right.


Hence μ=10.2498\mu = 10.2498 and σ=0.2998\sigma = 0.2998.

**Answer**: the mean is μ=10.2498\mu = 10.2498 and the standard deviation is σ=0.2998\sigma = 0.2998.

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