A model of the excimer formation and decay processes in electron beam pumped high density rare gases has been developed. The model has been compared with recent measurements of the excimer formation and decay rates in Xe and information about the radiative lifetimes and dominant collision mechanisms are obtained. Several important conclusions that have bearing on the vuv laser characteristics of these systems are discussed.