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Semantics in Adaptive and Personalised Systems = Methods, Tools and Applications /

紀錄類型:	書目-語言資料,印刷品 : Monograph/item
正題名/作者:	Semantics in Adaptive and Personalised Systems/ by Pasquale Lops, Cataldo Musto, Fedelucio Narducci, Giovanni Semeraro.
其他題名:	Methods, Tools and Applications /
作者:	Lops, Pasquale.
其他作者:	Musto, Cataldo.
面頁冊數:	XVIII, 186 p. 104 illus., 80 illus. in color.online resource. :
Contained By:	Springer Nature eBook
標題:	Artificial intelligence. -
電子資源:	https://doi.org/10.1007/978-3-030-05618-6
ISBN:	9783030056186

Semantics in Adaptive and Personalised Systems = Methods, Tools and Applications /
Lops, Pasquale.

Semantics in Adaptive and Personalised SystemsMethods, Tools and Applications /[electronic resource] :by Pasquale Lops, Cataldo Musto, Fedelucio Narducci, Giovanni Semeraro. - 1st ed. 2019. - XVIII, 186 p. 104 illus., 80 illus. in color.online resource.

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:

559380
Artificial intelligence.

LC Class. No.: Q334-342

Dewey Class. No.: 006.3

Semantics in Adaptive and Personalised Systems = Methods, Tools and Applications /
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