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Question

A class has 15 students whose ages are 14, 17, 15, 14, 21, 17, 19, 20, 16, 18, 20, 17, 16, 19 and 20 years. One student is selected in such a manner that each has the same chance of being chosen and the age X of the selected student is recorded. What is the probability distribution of the random variable X? Find mean, variance and standard deviation of X.

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Solution

Let, X be the age of the selected student.

Consider, the age of the student selected can be 14,17,15,21,19,16,18,20.

So, the age of the selected student X can be 14,15,16,17,18,19,20.

Consider X be the difference between the number draw a table for the different sample space:

XNumber of students P( X )
14 2 2 15
15 1 1 15
16 2 2 15
17 3 3 15
18 1 1 15
19 2 2 15
20 3 3 15
21 1 1 15

So the probability distribution is:

X 14 15 16 17 18 19 20 21
P( X ) 2 15 1 15 2 15 3 15 1 15 2 15 3 15 1 15

The expression of the variance is,

Var( X )=E( X 2 ) [ E( X ) ] 2 (1)

Here, the mean is given by,

E( X )= i=1 n X i P i =( 14× 2 15 )+( 15× 1 15 )+( 16× 2 15 )+( 17× 3 15 )+( 18× 1 15 )+( 19× 2 15 ) +( 20× 3 15 )+( 21× 1 15 ) = 263 15 =17.53

Calculate the value of E( X 2 ),

E( X 2 )= i=1 n X i 2 P i =( 14 2 × 2 15 )+( 15 2 × 1 15 )+( 16 2 × 2 15 )+( 17 2 × 3 15 )+( 18 2 × 1 15 )+( 19 2 × 2 15 ) +( 20 2 × 3 15 )+( 21 2 × 1 15 ) = 4683 15

Substitute the values in equation (1),

Var( X )=E( X 2 ) [ E( X ) ] 2 = 4683 15 ( 17.53 ) 2 =4.78

And standard deviation σ x is,

σ x = Var( x ) = 4.78 =2.18

Thus, the variance is 4.78 and standard deviation is 2.18.


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