Context-Aware Collaborative Prediction

This book presents two collaborative prediction approaches based on contextual representation and hierarchical representation, and their applications including context—aware recommendation, latent collaborative retrieval and click—through rate prediction. The proposed techniques offer significant improvements over current methods, the key determinants being the incorporated contextual representation and hierarchical representation. To provide a background to the core ideas presented, it off...