Let \(X_1,\ldots ,X_n\) be independent, identically distributed random variables with a continuous distribution function \(F\). Let \(x_{1/4}\) be defined by \(F(x_{1/4})=1/4\).
(a) Find a \(1-\alpha \) lower confidence bound for \(x_{1/4}\).
(b) Provide a large sample approximation.