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Context-aware collaborative prediction

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Context-aware collaborative prediction

Record Type:	Electronic resources : Monograph/item
Title/Author:	Context-aware collaborative predictionby Shu Wu ... [et al.].
other author:	Wu, Shu.
Published:	Singapore :Springer Singapore :2017.
Description:	xi, 69 p. :ill., digital ;24 cm.
Contained By:	Springer eBooks
Subject:	Context-aware computing.
Online resource:	http://dx.doi.org/10.1007/978-981-10-5373-3
ISBN:	9789811053733$q(electronic bk.)

Context-aware collaborative prediction
Context-aware collaborative prediction[electronic resource] /by Shu Wu ... [et al.]. - Singapore :Springer Singapore :2017. - xi, 69 p. :ill., digital ;24 cm. - SpringerBriefs in computer science,2191-5768. - SpringerBriefs in computer science..

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.

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.

ISBN: 9789811053733$q(electronic bk.)

Standard No.: 10.1007/978-981-10-5373-3doiSubjects--Topical Terms:

378559
Context-aware computing.

LC Class. No.: QA76.5915

Dewey Class. No.: 004

Context-aware collaborative prediction
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490 1 $a SpringerBriefs in computer science, $x 2191-5768
505 0 $a 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.
520 $a 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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