书目名称 | Semantics in Adaptive and Personalised Systems | 副标题 | Methods, Tools and A | 编辑 | Pasquale Lops,Cataldo Musto,Giovanni Semeraro | 视频video | | 概述 | Broadens your understanding of semantics-aware content representation techniques and reviews exhaustively the key recent research in the area.Explains how to effectively exploit techniques for semanti | 图书封面 |  | 描述 | .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 | 出版日期 | Book 2019 | 关键词 | semantics; natural language processing; recommender systems; user modelling; personalisation; social medi | 版次 | 1 | doi | https://doi.org/10.1007/978-3-030-05618-6 | isbn_ebook | 978-3-030-05618-6 | copyright | Springer Nature Switzerland AG 2019 |
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