Context-Aware Collaborative Prediction

• Main Authors: Wu, Shu (Author, http://id.loc.gov/vocabulary/relators/aut), Liu, Qiang (http://id.loc.gov/vocabulary/relators/aut), Wang, Liang (http://id.loc.gov/vocabulary/relators/aut), Tan, Tieniu (http://id.loc.gov/vocabulary/relators/aut)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Singapore : Springer Singapore : Imprint: Springer, 2017.
• Edition: 1st ed. 2017.
• Series: SpringerBriefs in Computer Science,
• Subjects: Information storage and retrieval.; Application software.; Data mining.; Artificial intelligence.; Information Storage and Retrieval.; Information Systems Applications (incl. Internet).; Data Mining and Knowledge Discovery.; Artificial Intelligence.

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 im...

Table of Contents:

• 1. Introduction
• 2. Context-Aware Collaborative Prediction
• 3. Context Operation
• 4. Hierarchical Representation
• 5. Context-Aware Recurrent Structure
• 6. Performance of Different Collaborative Prediction Tasks.