Confidence Interval

A 95% confidence for the mean μ is given by (-2.14,3.07).

There’s no probability, where does the probability come in?

it comes in from random sampling. The fact that if you select a random sample and compute your estimator and if you got to do it again or if someone else did it, they’re going to get a different estimator based on the randomness of the sample.

  • Collect your sample.

  • Estimate the parameter.

  • Return a confidence interval.

If you did this again, you would not get the same results! Different samples and different confidence intervals.

https://cdn.mathpix.com/snip/images/FisnG71KAXfz6WNf4z8lfNR14egqOwTwicHsEP1aHEs.original.fullsize.png

Multiple samples give multiple confidence intervals. 95% of them will correctly capture μ and 5% miss it.