Before revision:  In this paper, we propose more sophisticated  policies for controlling admission to a cluster and demonstrate that our policies significantly increase cluster utilization.
After revision:  In this paper, we propose more sophisticated Bayesian policies for controlling admission to a cluster and demonstrate that our policies significantly increase cluster utilization.