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In the case of two dependent samples, two data values-one in each sample- are collected from the same source and these are called paired or matched pairs.
Suppose that n matched pairs of observations, denoted by
, are selected from two populations with means and .
Our aim is to find confidence interval for .
To find interval estimation we apply following steps:
1. Find n differences
2. Find
3. Calculate
If the population distribution of differences is assumed to be normal, then
confidence interval for the difference between means is given by
where is the number for which
The random variable has a Student’s t distribution with (n -1) degrees of freedom.
Example:
A company claims that its special exercise program significantly reduces weight. A random sample of seven persons were put on exercise program. The following table gives the weights (in kg) of those seven persons before and after the program
Before | |||||||
After |
Make a 95 % confidence interval for the mean of the population paired differences. Assume that the population of paired differences is (approximately) normally distributed.
Solution:
Let d be the difference between the weights before and after the program.
The necessary calculations are shown in the following table
Before | After | Difference | |
-2 | |||
The values of and are calculated as follows:
.
Then
and
.
In the end, 90 % confidence interval for is
Thus, we can state with 90 % confidence that the mean difference between the weights before and after exercise program is between 2.6 and 8.82 kg.
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