Efficient global estimation of conditional-value-at-risk through stochastic kriging and extreme value theory

Armin Khayyer, Alexander Vinel, Joseph J. Kennedy

We consider the problem of evaluating risk for a system that is modeled by a complex stochastic simulation with many possible input parameter values. Two sources of computational b…