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An Introduction to Knowledge Graphs

This textbook introduces the theoretical foundations of technologies essential for knowledge graphs. It also covers practical examples, applications and tools. Knowledge graphs are the most recent answer to the challenge of providing explicit knowledge about entities and their relationships by poten...

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Bibliografiske detaljer
Main Authors: Serles, Umutcan (Author), Fensel, Dieter (Author)
Institution som forfatter: SpringerLink (Online service)
Format: Electronisk eBog
Sprog:engelsk
Udgivet: Cham : Springer Nature Switzerland : Imprint: Springer, 2024.
Udgivelse:1st ed. 2024.
Fag:
Artificial intelligence.
Information storage and retrieval systems.
Expert systems (Computer science).
Natural language processing (Computer science).
Artificial Intelligence.
Information Storage and Retrieval.
Knowledge Based Systems.
Natural Language Processing (NLP).
Online adgang:https://doi.org/10.1007/978-3-031-45256-7
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Indholdsfortegnelse:
  • Part I: Knowledge Technology in Context
  • 2. Introduction
  • 3. Information Retrieval and Hypertext
  • 4. The Internet
  • 5. The World Wide Web
  • 6. Natural Language Processing
  • 7. Semantic Web – Or AI Revisited
  • 8. Databases
  • 9. Web of Data
  • 10. Knowledge Graphs
  • Part II: Knowledge Representation
  • 11. Introduction to Knowledge Representation
  • 12. The Five Levels of Representing Knowledge
  • 13. Epistemology
  • 14. The Logical Level
  • 15. Analysis of Schema.org at Five Levels of KR
  • 16. Summary
  • Part III: Knowledge Modeling
  • 17. Introduction: The Overall Model
  • 18. Knowledge Creation
  • 19. Knowledge Hosting
  • 20. Knowledge Assessment
  • 21. Knowledge Cleaning
  • 22. Knowledge Enrichment
  • 23. Tooling and Knowledge Deployment
  • 24. Summary
  • Part IV: Applications
  • 25. Applications.

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