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Let be a random sample of n observation from a normal population with unknown and known variance . Let be the sample mean. Then confidence interval for the population mean with known variances is given by
,
where is the number for which and the random variable Z has a standard normal distribution.
Example:
Given a random sample of 36 observations from a normal population for which is unknown and , the sample mean is found to be .
Construct a 95% confidence interval for .
Solution:
and
From
we obtain that
So, is a 95% confidence interval for .
It means, if sample of 36 observations are drawn repeatedly and independently from the population, then over a very large number of repeated trials, 95% of these intervals will contain the value of the true population mean.
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Confidence interval and confidence level | | | Exercises |