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Semantics in adaptive and personalis...

Lops, Pasquale.

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Semantics in adaptive and personalised systems = methods, tools and applications /

Record Type:	Electronic resources : Monograph/item
Title/Author:	Semantics in adaptive and personalised systems/ by Pasquale Lops ... [et al.].
Reminder of title:	methods, tools and applications /
other author:	Lops, Pasquale.
Published:	Cham :Springer International Publishing : : 2019.,
Description:	xviii, 186 p. :ill., digital ;24 cm.
[NT 15003449]:	Introduction -- Basics of Content Representation -- Encoding Endogenous Semantics -- Encoding Exogenous Semantics -- Adaptive and Personalized Systems based on Semantics -- Conclusions and Future Challenges -- Available Tools and Resources.
Contained By:	Springer eBooks
Subject:	Semantic computing. -
Online resource:	https://doi.org/10.1007/978-3-030-05618-6
ISBN:	9783030056186

Semantics in adaptive and personalised systems = methods, tools and applications /
Semantics in adaptive and personalised systemsmethods, tools and applications /[electronic resource] :by Pasquale Lops ... [et al.]. - Cham :Springer International Publishing :2019. - xviii, 186 p. :ill., digital ;24 cm.

Introduction -- Basics of Content Representation -- Encoding Endogenous Semantics -- Encoding Exogenous Semantics -- Adaptive and Personalized Systems based on Semantics -- Conclusions and Future Challenges -- Available Tools and Resources.

This monograph gives a complete overview of the techniques and the methods for semantics-aware content representation and shows how to apply such techniques in various use cases, such as recommender systems, user profiling and social media analysis. Throughout the book, the authors provide an extensive analysis of the techniques currently proposed in the literature and cover all the available tools and libraries to implement and exploit such methodologies in real-world scenarios. The book first introduces the problem of information overload and the reasons why content-based information needs to be taken into account. Next, the basics of Natural Language Processing are provided, by describing operations such as tokenization, stopword removal, lemmatization, stemming, part-of-speech tagging, along with the main problems and issues. Finally, the book describes the different approaches for semantics-aware content representation: such approaches are split into 'exogenous' and 'endogenous' ones, depending on whether external knowledge sources as DBpedia or geometrical models and distributional semantics are used, respectively. To conclude, several successful use cases and an extensive list of available tools and resources to implement the approaches are shown. Semantics in Adaptive and Personalised Systems definitely fills the gap between the extensive literature on content-based recommender systems, natural language processing, and the different types of semantics-aware representations.

ISBN: 9783030056186

Standard No.: 10.1007/978-3-030-05618-6doiSubjects--Topical Terms:

1067496
Semantic computing.

LC Class. No.: QA76.5913

Dewey Class. No.: 006

Semantics in adaptive and personalised systems = methods, tools and applications /
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090 $a QA76.5913 $b .S471 2019
245 0 0 $a Semantics in adaptive and personalised systems $h [electronic resource] : $b methods, tools and applications / $c by Pasquale Lops ... [et al.].
260 $a Cham : $b Springer International Publishing : $b Imprint: Springer, $c 2019.
300 $a xviii, 186 p. : $b ill., digital ; $c 24 cm.
505 0 $a Introduction -- Basics of Content Representation -- Encoding Endogenous Semantics -- Encoding Exogenous Semantics -- Adaptive and Personalized Systems based on Semantics -- Conclusions and Future Challenges -- Available Tools and Resources.
520 $a This monograph gives a complete overview of the techniques and the methods for semantics-aware content representation and shows how to apply such techniques in various use cases, such as recommender systems, user profiling and social media analysis. Throughout the book, the authors provide an extensive analysis of the techniques currently proposed in the literature and cover all the available tools and libraries to implement and exploit such methodologies in real-world scenarios. The book first introduces the problem of information overload and the reasons why content-based information needs to be taken into account. Next, the basics of Natural Language Processing are provided, by describing operations such as tokenization, stopword removal, lemmatization, stemming, part-of-speech tagging, along with the main problems and issues. Finally, the book describes the different approaches for semantics-aware content representation: such approaches are split into 'exogenous' and 'endogenous' ones, depending on whether external knowledge sources as DBpedia or geometrical models and distributional semantics are used, respectively. To conclude, several successful use cases and an extensive list of available tools and resources to implement the approaches are shown. Semantics in Adaptive and Personalised Systems definitely fills the gap between the extensive literature on content-based recommender systems, natural language processing, and the different types of semantics-aware representations.
650 0 $a Semantic computing. $3 1067496
650 0 $a Adaptive computing systems. $3 628890
650 1 4 $a Artificial Intelligence. $3 769149
650 2 4 $a Information Systems Applications (incl. Internet) $3 1565452
650 2 4 $a Personal Computing. $3 892741
650 2 4 $a Data Mining and Knowledge Discovery. $3 898250
700 1 $a Lops, Pasquale. $3 1620230
710 2 $a SpringerLink (Online service) $3 836513
773 0 $t Springer eBooks
856 4 0 $u https://doi.org/10.1007/978-3-030-05618-6
950 $a Computer Science (Springer-11645)