  We establish multilinear $L^p$ bounds for a class of maximal multilinear
averages of functions on one variable, reproving and generalizing the bilinear
maximal function bounds of Lacey. As an application we obtain almost everywhere
convergence results for these averages, and in some cases we also obtain almost
everywhere convergence for their ergodic counterparts on a dynamical system.
