On asymptotic efficiency and local optimality of tests based on two-sample $U$- and $V$-statistics

Many well-known homogeneity tests are based on two-sample $U$- and $V$-statistics. Using their large deviation asymptotics we calculate for them the local Bahadur efficiency for common alternatives and find general conditions of their local asymptotic optimality.