Scenario
In quantitative trading and quantitative research, candidates are frequently evaluated on probability modeling, specifically regarding Order Statistics / Beta Distribution.
Your Task
Let U1,U2,…,Un be independent and identically distributed Uniform(0,1) random variables. Let U(1)≤U(2)≤⋯≤U(n) denote their order statistics.
(1) Derive the probability density function fU(k)(u) of the k-th order statistic.
(2) Compute E[U(k)] and Var(U(k)).
Constraints
- Samples are independent and identically distributed on their respective support.
- Boundary conditions are defined strictly within standard real intervals.