Cluster-based user simulations generate explorative user behavior which is similar but not identical to user behavior observed in the original data.
to the bigram model, where the likelihood of the next user act is conditioned on the previous system action, the likelihood for the cluster-based model is conditioned on a cluster of similar system states (see Equation 2).