Introduction to Probability and Statistics for Engineers and Scientists

(Sean Pound) #1

98 Chapter 4:Random Variables and Expectation


TABLE 4.1 P{X=i,Y=j}
j Row Sum
i 0123 =P{X=i}

0 22010 22040 22030 2204 22084

(^12203022060220180108220)
2 22015 22012 00 22027
3 2201 000 2201
Column
Sums=
P{Y=j} 22056 112220 22048 2204
The reader should note that the probability mass function ofXis obtained by computing
therowsums, inaccordancewiththeEquation4.3.1, whereastheprobabilitymassfunction
ofY is obtained by computing the column sums, in accordance with Equation 4.3.2.
Because the individual probability mass functions ofXandYthus appear in the margin of
such a table, they are often referred to as being the marginal probability mass functions of
XandY, respectively. It should be noted that to check the correctness of such a table we
could sum the marginal row (or the marginal column) and verify that its sum is 1. (Why
must the sum of the entries in the marginal row (or column) equal 1?) ■
EXAMPLE 4.3b Suppose that 15 percent of the families in a certain community have no
children, 20 percent have 1, 35 percent have 2, and 30 percent have 3 children; suppose
further that each child is equally likely (and independently) to be a boy or a girl. If a
family is chosen at random from this community, thenB, the number of boys, andG,
the number of girls, in this family will have the joint probability mass function shown
in Table 4.2.
TABLE 4.2 P{B=i,G=j}
j Row Sum
i 0123 =P{B=i}
0 .15 .10 .0875 .0375 .3750
1 .10 .175 .1125 0 .3875
2 .0875 .1125 0 0 .2000
3 .0375 0 0 0 .0375
Column
Sum=
P{G=j} .3750 .3875 .2000 .0375

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