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Context-aware collaborative prediction

Wu, Shu.

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Context-aware collaborative prediction

Record Type:	Electronic resources : Monograph/item
Title/Author:	Context-aware collaborative prediction/ by Shu Wu ... [et al.].
other author:	Wu, Shu.
Published:	Singapore :Springer Singapore : : 2017.,
Description:	xi, 69 p. :ill., digital ;24 cm.
[NT 15003449]:	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.
Contained By:	Springer eBooks
Subject:	Context-aware computing. -
Online resource:	http://dx.doi.org/10.1007/978-981-10-5373-3
ISBN:	9789811053733

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

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

940922
Context-aware computing.

LC Class. No.: QA76.5915

Dewey Class. No.: 004

Context-aware collaborative prediction
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245 0 0 $a Context-aware collaborative prediction $h [electronic resource] / $c by Shu Wu ... [et al.].
260 $a Singapore : $c 2017. $b Springer Singapore : $b Imprint: Springer,
300 $a xi, 69 p. : $b ill., digital ; $c 24 cm.
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.
650 0 $a Context-aware computing. $3 940922
650 1 4 $a Computer Science. $3 626642
650 2 4 $a Information Storage and Retrieval. $3 761906
650 2 4 $a Information Systems Applications (incl. Internet) $3 1565452
650 2 4 $a Data Mining and Knowledge Discovery. $3 898250
650 2 4 $a Artificial Intelligence (incl. Robotics) $3 890894
700 1 $a Wu, Shu. $3 3275042
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830 0 $a SpringerBriefs in computer science. $3 1567571
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