In: Statistics and Probability
Question 1: Motherboard can be ordered in lots of 1, 2, or 3 units. The random variable is the number of units ordered by a customer with the following probability mass function:
x |
1 |
2 |
3 |
4 |
5 |
6 |
P(x) |
k |
2k |
3k |
3k |
2k |
k |
Solution:
a) To find the value of k
We know that Total probability is always 1
Sum of Pi = 1
k + 2k + 3k + 3k + 2k + k = 1
12k = 1
k = 1/12 = 0.08333333333
b)
First we rewrite the PMF of the distribution of the X
x | 1 | 2 | 3 | 4 | 5 | 6 | Sum |
P(x) | 1/12 | 2/12 = 1/6 | 3/12 = 1/4 | 3/12 = 1/4 | 2/12 = 1/6 | 1/12 | 1 |
P(between 3 and 5)
= P(3 X 5 )
= P(X = 3) + P(X = 4) + P(X = 5)
= (3/12) + (3/12) + 2/12)
= 8/12
= 2/3
P(between 3 and 5) = 2/3
c)
P(More than 3)
= P(X = 4) + P(X = 5) + P(X = 6)
= (3/12) + (2/12) + (1/12)
= 6/12
= 1/2
P(More than 3) = 1/2
d)
We prepare a table.
x | 1 | 2 | 3 | 4 | 5 | 6 | Sum |
P(x) | 1/12 | 2/12 | 3/12 | 3/12 | 2/12 | 1/12 | 1 |
x2 | 1 | 4 | 9 | 16 | 25 | 36 | - |
x* P(x) | 1/12 | 4/12 | 9/12 | 12/12 | 10/12 | 6/12 | 42/12= 3.5 |
x2 * P(x) | 1/12 | 8/12 | 27/12 | 48/12 | 50/12 | 36/12 | 170/12 = 14.16666667 |
Mean = E(X) = Summation of x * P(x) = 42/12 = 3.5
E(X2 ) = Summation of x2 * P(x) = 170/12
Variance = E(X2 ) - {E(X)2 } = (170/12) - (3.5)2 = 1.9167
Standard deviation = variance = 1.3844
Answer : Mean = 3.5
Standard deviation = 1.3844