Let a population consist of the values 7 cigarettes,8 cigarettes, and 22 cigarettes smoked in a day. Show that when samples of size 2 are randomly selected with replacement, the samples have mean absolute deviations that do not center about the value of the mean absolute deviation of the population. What does this indicate about a sample mean absolute deviation being used as an estimator of the mean absolute deviation of a population?
Calculate the mean absolute deviation for each possible sample of size 2 from the population.
|
Sample |
Mean Absolute Deviation |
|
|
{7,7} |
nothing |
|
|
{7,8} |
nothing |
|
|
{7,22} |
nothing |
|
|
{8,7} |
nothing |
|
|
{8 ,8} |
nothing |
|
|
{8 ,22} |
nothing |
|
|
{22,7} |
nothing |
|
|
{22,8} |
nothing |
|
|
{22 ,22} |
nothing |
(Type integers or decimals rounded to one decimal place as needed.)
| mean absolute deviation | |
| 7,7 | 0 |
| 7,8 | 0.5 |
| 7,22 | 7.5 |
| 8,7 | 0.5 |
| 8,8 | 0 |
| 8,22 | 7 |
| 22,7 | 7.5 |
| 22,8 | 7 |
| 22,22 | 0 |
mean absolute deviation of the population =6.44 which is not equal to mean of sampling distribution of mean absolute deviation 3.33
therefore it is not an unbiased estimator of population mean absolute deviation
Let a population consist of the values 7 cigarettes,8 cigarettes, and 22 cigarettes smoked in a...
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