Before revision:  We first introduce a model for the cluster admission problem and fit its parameters on a data trace from Microsoft Azure.
After revision:  We first introduce a model for the cluster admission problem and formalize it as a constrained Partially Observable Markov Decision Problem (POMDP). We then fit the parameters of the POMDP on a data trace from Microsoft Azure.