Applied Statistics and Probability for Engineers

(Chris Devlin) #1
3-4 MEAN AND VARIANCE OF A DISCRETE RANDOM VARIABLE 69

EXAMPLE 3-11 The number of messages sent per hour over a computer network has the following distribution:

x number of messages 10 11 12 13 14 15

0.08 0.15 0.30 0.20 0.20 0.07

Determine the mean and standard deviation of the number of messages sent per hour.

The variance of a random variable Xcan be considered to be the expected value of a specific
function of X, namely,. In general, the expected value of any function
of a discrete random variable is defined in a similar manner.

h 1 X 2  1 X 22 h 1 X 2

 2 V 1 X 2  2 1.851.36

V 1 X 2  1021 0.08 2   1121 0.15 2  p  1521 0.07 2 12.5^2 1.85

E 1 X 2  101 0.08 2    111 0.15 2   p  151 0.07 2 12.5

f 1 x 2

If Xis a discrete random variable with probability mass function

E 3 h 1 X 24  a (3-4)
x

xh 1 x 2 f 1 x 2

f 1 x 2 ,

Expected Value of a
Function of a
Discrete Random
Variable

EXAMPLE 3-12 In Example 3-9, Xis the number of bits in error in the next four bits transmitted. What is the
expected value of the square of the number of bits in error? Now,. Therefore,

In the previous example, the expected value of does not equal squared. However, in
the special case that for any constants aand b, This
can be shown from the properties of sums in the definition in Equation 3-4.

EXERCISES FOR SECTION 3-4

h 1 X 2 aX b E 3 h 1 X 24 aE 1 X 2     b.

X^2 E 1 X 2

    32
0.0036 42
0.00010.52

E 3 h 1 X 24  02
0.6561 12
0.2916 22
0.0486

h 1 X 2 X^2

3-37. If the range of Xis the set {0, 1, 2, 3, 4} and P(X
x) 0.2 determine the mean and variance of the random variable.
3-38. Determine the mean and variance of the random vari-
able in Exercise 3-13.
3-39. Determine the mean and variance of the random vari-
able in Exercise 3-15.
3-40. Determine the mean and variance of the random vari-
able in Exercise 3-17.
3-41. Determine the mean and variance of the random vari-
able in Exercise 3-19.

3-42. Determine the mean and variance of the random vari-
able in Exercise 3-20.
3-43. Determine the mean and variance of the random vari-
able in Exercise 3-22.
3-44. Determine the mean and variance of the random vari-
able in Exercise 3-23.
3-45. The range of the random variable Xis
where xis unknown. If each value is equally likely and the
mean of Xis 6, determine x.

3 0, 1, 2, 3, x 4 ,

PQ220 6234F.Ch 03 13/04/2002 03:19 PM Page 69

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