Suppose that X(1),...,X(m) are i.i.d. from a continuous distribution f
unction F and Y-1,...,Y-n are i.i.d. from a continuous distribution fu
nction G; X's and Y's are independent. A minimum variance unbiased est
imator of P(X < Y) is the Mann-Whitney statistic. We show that the Man
n-Whitney statistic is admissible under a class of weighted squared er
ror losses and is minimax under a proper weighted squared error loss.