Question #34559

The quartiles of a normal distribution are 10 and 18 respectively. Find the approximate mean and standard deviation of the distribution?
1

Expert's answer

2015-06-10T09:04:26-0400

Answer on Question #34559 – Math – Statistics and Probability

The quartiles of a normal distribution are 10 and 18 respectively. Find the approximate mean and standard deviation of the distribution?

Solution

We know that Q1=10Q_{1} = 10 and Q3=18Q_{3} = 18 are quartiles of normal distribution.

Since normal distribution is symmetric, the mean equals


μ=Q1+Q32=10+182=14\mu = \frac {Q _ {1} + Q _ {3}}{2} = \frac {1 0 + 1 8}{2} = 1 4


Now we know that


P(ξ<Q1)=0.25P (\xi < Q _ {1}) = 0. 2 5


Here ξ\xi has normal distribution with parameters which we want to find.


P(ξ<Q1)=Φ(Q1μσ)=Φ(1014σ)=0.254σ=Φ1(0.25)=0.67449\begin{array}{l} P (\xi < Q _ {1}) = \Phi \left(\frac {Q _ {1} - \mu}{\sigma}\right) = \Phi \left(\frac {1 0 - 1 4}{\sigma}\right) = 0. 2 5 \\ - \frac {4}{\sigma} = \Phi^ {- 1} (0. 2 5) = - 0. 6 7 4 4 9 \\ \end{array}


Value of Φ1(0.25)\Phi^{-1}(0.25) can be found in any table of standard normal distribution.

So


σ=40.67449=5.93041\sigma = \frac {4}{0 . 6 7 4 4 9} = 5. 9 3 0 4 1


So parameters of normal distribution are: mean = 14 and

standard deviation = 5.93041.

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