on user-generated content sites, for the purpose of finding good audiences for brand advertising (as opposed to click … maximizing, for example). Targeting social-network neighbors resonates well with advertisers, and on-line browsing behavior data … data mining for on-line brand advertising, this paper makes several important contributions. We introduce a framework for …