The current chapter presents an integrated approach towards the enrichment of a scene modeling information system with intelligent characteristics with respect to user preferences. The aim is to set a framework for this purpose covering the entire range of the scene modeling process, from the abstract definition to the final visual outcome. Necessary notions from preference modeling, decision analysis and machine learning are presented. Inherent difficulties of the current context are exposed and addressed. The architecture of an intelligent personalization module in the context of a scene modeling environment is defined and experimental results from its implementation and application are analyzed.