  In this note, we give an explicit expression for the quantile of a mixture of
two random variables. We carefully examine all possible cases of discrete and
continuous variables with possibly unbounded support. The result is useful for
finding bounds on the Value-at-Risk of risky portfolios when only partial
information is available (Bernard and Vanduffel (2014)).
