Context-Aware Collaborative Prediction

Nonfiction, Computers, Database Management, Information Storage & Retrievel, Advanced Computing, Information Technology, General Computing
Cover of the book Context-Aware Collaborative Prediction by Shu Wu, Qiang Liu, Liang Wang, Tieniu Tan, Springer Singapore
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Author: Shu Wu, Qiang Liu, Liang Wang, Tieniu Tan ISBN: 9789811053733
Publisher: Springer Singapore Publication: March 10, 2018
Imprint: Springer Language: English
Author: Shu Wu, Qiang Liu, Liang Wang, Tieniu Tan
ISBN: 9789811053733
Publisher: Springer Singapore
Publication: March 10, 2018
Imprint: Springer
Language: English

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 offers an overview of contextual modeling and the theory of contextual representation and hierarchical representation, which are constructed for the joint interaction of entities and contextual information.

The book offers a rich blend of theory and practice, making it a valuable resource for students, researchers and practitioners who need to construct systems of information retrieval, data mining and recommendation systems with contextual information.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

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 offers an overview of contextual modeling and the theory of contextual representation and hierarchical representation, which are constructed for the joint interaction of entities and contextual information.

The book offers a rich blend of theory and practice, making it a valuable resource for students, researchers and practitioners who need to construct systems of information retrieval, data mining and recommendation systems with contextual information.

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