In: Statistics and Probability
Consider the set of five numbers {0, 2, 4, 6, 8}.
1) Make a list of all possible samples of size 2 that can be drawn from this set of integers. (Sample without replacements, that is, once a number is selected, you don’t put it back in the sample set.)
2) Make a list of all possible sample means for samples of size 2 selected from this set.
3) List the distribution of the sample means and construct a histogram of this distribution.
Answer 1 :
List of all possible samples of size 2 -
The samples are drawn using WITHOUT REPLACEMENT procedure . There are a total of 10(= 5C2) different samples of size 2
Answer 2 :
The following table shows the Sample and its mean -
Sample |
Mean |
(0 , 2) |
1 |
(0 , 4) |
2 |
(0 , 6) |
3 |
(0 , 8) |
4 |
(2 , 4) |
3 |
(2 , 6) |
4 |
(2 , 8) |
5 |
(4 , 6) |
5 |
(4 , 8) |
6 |
(6 , 8) |
7 |
List of all possible sample means {1 , 2 , 3 , 4 , 5 , 6 , 7}
Answer 3 :
The following table shows the calculations -
Mean value (xi) |
Probability , P(xi) |
xi P(xi) |
xi2 P(xi) |
1 |
1/10 = 0.1 |
0.1 |
0.1 |
2 |
1/10 = 0.1 |
0.2 |
0.4 |
3 |
2/10 = 0.2 |
0.6 |
1.8 |
4 |
2/10 = 0.2 |
0.8 |
3.2 |
5 |
2/10 = 0.2 |
1.0 |
5.0 |
6 |
1/10 = 0.1 |
0.6 |
3.6 |
7 |
1/10 = 0.1 |
0.7 |
4.9 |
Total |
1.0 |
4.0 |
19 |
Mean , Expectation of x , E(x) = xi P(xi) = 4.0
E(x2) = xi2 P(xi) = 19
Variance of x , Var. (x) = E(x2) - (E(x))2 = 19 - 16 = 3
Standard deviation , S.D. (x) = (Var. (x))1/2 = 1.732
So , the distribution of sample means have mean = 4 and standard deviation = 1.732
The following shows the Histogram -
(where the Horizontal Axis represents the Mean values and the Vertical Axis represents the Probabilities )