In: Statistics and Probability
Let X be the number of packages being mailed by a randomly selected customer at a certain shipping facility. Suppose the distribution of X is as follows.
x | 1 | 2 | 3 | 4 |
---|---|---|---|---|
p(x) |
0.1 | 0.4 | 0.2 | 0.3 |
(a)
Consider a random sample of size n = 2 (two customers), and let
X
be the sample mean number of packages shipped. Obtain the probability distribution of
X.
x | 1 | 1.5 | 2 | 2.5 | 3 | 3.5 | 4 | |
P(x) |
(b)
Refer to part (a) and calculate
P(X ≤ 2.5).
(c)
Again consider a random sample of size n = 2, but now focus on the statistic R = the sample range (difference between the largest and smallest values in the sample). Obtain the distribution of R. [Hint: Calculate the value of R for each outcome and use the probabilities from part (a).]
R | 0 | 1 | 2 | 3 |
P(R) |
(d)
If a random sample of size n = 4 is selected, what is
P(X ≤ 1.5)?
[Hint: You should not have to list all possible outcomes, only those for which
x ≤ 1.5.]
a) All the possible outcomes of n = 2 are:
Customer 1 | Customer 2 | Mean | R | Probability |
1 | 1 | 1 | 0 | 0.01 |
1 | 2 | 1.5 | 1 | 0.04 |
1 | 3 | 2 | 2 | 0.02 |
1 | 4 | 2.5 | 3 | 0.03 |
2 | 1 | 1.5 | 1 | 0.04 |
2 | 2 | 2 | 0 | 0.16 |
2 | 3 | 2.5 | 1 | 0.08 |
2 | 4 | 3 | 2 | 0.12 |
3 | 1 | 2 | 2 | 0.02 |
3 | 2 | 2.5 | 1 | 0.08 |
3 | 3 | 3 | 0 | 0.04 |
3 | 4 | 3.5 | 1 | 0.06 |
4 | 1 | 2.5 | 3 | 0.03 |
4 | 2 | 3 | 2 | 0.12 |
4 | 3 | 3.5 | 1 | 0.06 |
4 | 4 | 4 | 0 | 0.09 |
The probability distribution is:
X | 1 | 1.5 | 2 | 2.5 | 3 | 3.5 | 4 |
P(X) | 0.01 | 0.08 | 0.2 | 0.22 | 0.28 | 0.12 | 0.09 |
b) P(X <= 2.5) = 0.01 + 0.08 + 0.20 + 0.22 = 0.51
c) The probability distribution from part a) is:
R | 0 | 1 | 2 | 3 |
P (R) | 0.3 | 0.36 | 0.28 | 0.06 |
d) Let's just list the outcomes with X <= 1.5:
C1 | C2 | C3 | C4 | Mean | Probability |
1 | 1 | 1 | 1 | 1 | 0.0001 |
2 | 1 | 1 | 1 | 1.25 | 0.0004 |
1 | 2 | 1 | 1 | 1.25 | 0.0004 |
1 | 1 | 2 | 1 | 1.25 | 0.0004 |
1 | 1 | 1 | 2 | 1.25 | 0.0004 |
3 | 1 | 1 | 1 | 1.5 | 0.0002 |
1 | 3 | 1 | 1 | 1.5 | 0.0002 |
1 | 1 | 3 | 1 | 1.5 | 0.0002 |
1 | 1 | 1 | 3 | 1.5 | 0.0002 |
2 | 2 | 1 | 1 | 1.5 | 0.0016 |
2 | 1 | 2 | 1 | 1.5 | 0.0016 |
2 | 1 | 1 | 2 | 1.5 | 0.0016 |
1 | 2 | 2 | 1 | 1.5 | 0.0016 |
1 | 2 | 1 | 2 | 1.5 | 0.0016 |
1 | 1 | 2 | 2 | 1.5 | 0.0016 |
The probability is: 0.0121