Context-Aware Collaborative Prediction

Context-Aware Collaborative Prediction

AngličtinaEbook
Wu, Shu
Springer Nature Singapore
EAN: 9789811053733
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Podrobné informace

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.
EAN 9789811053733
ISBN 9811053731
Typ produktu Ebook
Vydavatel Springer Nature Singapore
Datum vydání 10. března 2018
Jazyk English
Země Singapore
Autoři Liu, Qiang; Tan, Tieniu; Wang, Liang; Wu, Shu
Série SpringerBriefs in Computer Science
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