In the recent years, the Web has been changing more and more towards the so-called Social Semantic Web. Rather than being based on the link structure between Web pages, the ranking of search results in the Social Semantic Web needs to be based on something new - we believe that it can be based on user preferences and underlying ontological knowledge. Modeling uncertainty is also playing an increasingly important role in these domains, since uncertainty can arise due to many uncontrollable fac...