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Knowledge Graphs : Methodology, Tools and Selected Use Cases / / by Dieter Fensel, Umutcan Şimşek, Kevin Angele, Elwin Huaman, Elias Kärle, Oleksandra Panasiuk, Ioan Toma, Jürgen Umbrich, Alexander Wahler



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Autore: Fensel Dieter Visualizza persona
Titolo: Knowledge Graphs : Methodology, Tools and Selected Use Cases / / by Dieter Fensel, Umutcan Şimşek, Kevin Angele, Elwin Huaman, Elias Kärle, Oleksandra Panasiuk, Ioan Toma, Jürgen Umbrich, Alexander Wahler Visualizza cluster
Pubblicazione: Cham : , : Springer International Publishing : , : Imprint : Springer, , 2020
Edizione: 1st ed. 2020.
Descrizione fisica: 1 online resource (XVI, 147 p. 16 illus.)
Disciplina: 006
Soggetto topico: Knowledge representation (Information theory) 
Application software
Knowledge based Systems
Information Systems Applications (incl. Internet)
Computer Appl. in Administrative Data Processing
Persona (resp. second.): ŞimşekUmutcan
AngeleKevin
HuamanElwin
KärleElias
PanasiukOleksandra
TomaIoan
UmbrichJürgen
WahlerAlexander
Nota di contenuto: Introduction: What is a Knowledge Graph? -- How to build a Knowledge Graph -- How to use a Knowledge Graph -- Why we need Knowledge Graphs: Applications -- Conclusions -- References -- Appendix -- Index.
Sommario/riassunto: This book describes methods and tools that empower information providers to build and maintain knowledge graphs, including those for manual, semi-automatic, and automatic construction; implementation; and validation and verification of semantic annotations and their integration into knowledge graphs. It also presents lifecycle-based approaches for semi-automatic and automatic curation of these graphs, such as approaches for assessment, error correction, and enrichment of knowledge graphs with other static and dynamic resources. Chapter 1 defines knowledge graphs, focusing on the impact of various approaches rather than mathematical precision. Chapter 2 details how knowledge graphs are built, implemented, maintained, and deployed. Chapter 3 then introduces relevant application layers that can be built on top of such knowledge graphs, and explains how inference can be used to define views on such graphs, making it a useful resource for open and service-oriented dialog systems. Chapter 4 discusses applications of knowledge graph technologies for e-tourism and use cases for other verticals. Lastly, Chapter 5 provides a summary and sketches directions for future work. The additional appendix introduces an abstract syntax and semantics for domain specifications that are used to adapt schema.org to specific domains and tasks. To illustrate the practical use of the approaches presented, the book discusses several pilots with a focus on conversational interfaces, describing how to exploit knowledge graphs for e-marketing and e-commerce. It is intended for advanced professionals and researchers requiring a brief introduction to knowledge graphs and their implementation.
Titolo autorizzato: Knowledge Graphs  Visualizza cluster
ISBN: 3-030-37439-4
Formato: Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione: Inglese
Record Nr.: 9910373925003321
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