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Let us turn our attention to finding confidence interval for when sample size is small. Using
We can derive the formula for confidence interval for the case when a small sample is selected from a normally distributed population with mean and unknown variance. It is given by
where is the number for which
The random variable has a Student’s t distribution with degrees of freedom. (Fig. 6.10).
Remark:
If the sample is available, then standard deviation can be calculated as
, where or
Example:
For the t distribution with n =10, find the number b such that
Solution:
The probability in the interval
is 0.80. (Fig. 6.11).
We must have a probability of 0.10 to the right of b and a probability of 0.10 to the left
of – b.
So
and .
Example:
A random sample of 25 busses shows a sample mean of 225 passengers carried per day per bus. The sample standard deviation is computed to be 60 passengers. Find a 90% confidence interval for the mean number of passengers carried per bus during a 1 –day period.
Solution:
A 90 % confidence interval for the mean is given by
, so
=90 %
and
After substitution we obtain
or .
We are 90 % confident the mean number of passengers carried per day by bus is between 204.5 and 245.5, because 90 % of the intervals calculated in this manner will contain the true mean number of passengers carried per day per bus.
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Student’s t distribution | | | Exercises |