Context Aware Collaborative Prediction Modeling Contextual Information for General Prediction Tasks |
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| Author:
| Wu, Shu
Liu, Qiang
Wang, Liang
Tan, Tieniu |
| Series title: | SpringerBriefs in Computer Science Ser. |
| ISBN: | 978-981-10-5372-6 |
| Publication Date: | Apr 2018 |
| Publisher: | Springer
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| Book Format: | Paperback |
| List Price: | AUD $111.95 |
Book Description:
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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...
More Description
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.