Confidence interval optimization for testing hypotheses under data with low statistics.

The notion of a confidence interval (CI) is used in the both major sections of the mathematical statistics: parameter estimation and hypothesis testing. While estimating parameters a CI defines the bounds of the parameter estimates with a certain confidence probability, and while testing hypotheses a CI defines with a certain confidence probability an interval of values of the random variable which do not contradict the tested hypothesis about them.