Slides from the presentation of TFMAP at SIGIR 2012. TFMAP, is a Collaborative Filtering model that directly maximizes Mean Average Precision with the aim of creating an optimally ranked list of items for individual users under a given context. TFMAP uses tensor factorization to model implicit feedback data (e.g., purchases, clicks) along with contextual information