In: Statistics and Probability
A special committee of five professionals is formed from a group
of four lawyers, three doctors and three teachers. At least three
lawyers are needed in the special committee. Define X as the number
of teachers in the special committee.
a) Construct the probability distribution of the random variable
X.
b) Calculate the expected of X and provide an interpretation of
it.
c) Calculate the standard deviation of X
a)
Total number of peoples from which we need to select five professionals: 4+3+3 = 10.
Number of ways of selecting at least three lawyers is:
C(4,3) * C(7,2) = 84
Since at least three lawyers are needed so X can take values 2, 1, and 0.
When X=2, means 3 lawyers and 2 teachers are selected. So number of ways of doing this is
C(4,3)*C(3,2)*(3,0) = 12
When X=1, means 3 lawyers and 1 teacher are selected. And rest one professional can be one of remaining 1+3 =4 doctors and lawyers. So number of ways of doing this is
C(4,3)*C(3,1)*(4,1) = 48
When X=0, means 3 lawyers and 0 teacher are selected. And rest two professionals can be selected from remaining 1+3 =4 doctors and lawyers. So number of ways of doing this is
C(4,3)*C(3,0)*(4,2) = 24
Therefore the probability distribution of X is:
X | P(X=x) |
2 | 12/84 = 1/7 |
1 | 48/84 = 4/7 |
0 | 24/84 = 3/7 |
(b)
Following table shows the calculations for expected value:
X | P(X=x) | xP(X=x) |
2 | 1/7 | 2/7 |
1 | 4/7 | 4/7 |
0 | 3/7 | 0 |
Total | 6/7 |
That is
The expected number of teachers in the commitee is 6/7.
(c)
Following table shows the calculations for standard deviation:
X | P(X=x) | xP(X=x) | x^2P(X=x) |
2 | 1/7 | 2/7 | 4/7 |
1 | 4/7 | 4/7 | 4/7 |
0 | 3/7 | 0 | 0 |
Total | 6/7 | 8/7 |
The standard deviation is: