  In the context of data that lie on the simplex, we investigate use of
empirical and exponential empirical likelihood, and Hotelling and James
statistics, to test the null hypothesis of equal population means based on two
independent samples. We perform an extensive numerical study using data
simulated from various distributions on the simplex. The results, taken
together with practical considerations regarding implementation, support the
use of bootstrap-calibrated James statistic.
