Using Semantic Knowledge to Enhance Collaborative Filtering

In this section, we first discuss the issue of extracting structured semantic attributes from the Web to populate instances of domain-specific ontology classes corresponding to items. We then present our approach to integrate the extracted semantic knowledge into the item-based collaborative filtering framework.