Knowledge Graphs

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Knowledge Graphs

Lehrveranstaltung mit SWS 2/2/0 (Vorlesung/Übung/Praktikum) in WS 2019

Dozent

Tutor

Umfang (SWS)

  • 2/2/0

Module

Leistungskontrolle

  • Mündliche Prüfung

Knowledge graphs are becoming an important paradigm in industry and research, with applications including prominent examples such as Google's own Knowledge Graph, Wikipedia's knowledge base sister Wikidata, and numerous artificial intelligence projects from Alexa to Siri. Meanwhile, companies are exploring the use of their own enterprise knowledge graphs for improving internal knowledge management.

With so many facets, knowledge graphs are a cross-cutting topic in computer science that involves aspects of data management (graph databases, file formats), publication (exchange formats, data integration), knowledge organisation (constraints, ontologies), and advanced analytics (expressive query languages, graph data mining). On each of these levels, there is some interesting theory and some interesting technology to be learned. This course will cover a colourful mix of technologies and methods related to the use of graphs for data analysis, knowledge representation, and data management.

Schedule and Location

All dates are published on this page (see Dates & Materials above)

  • The weekly lecture sessions will take place on Tuesdays DS3 (11:10 to 12:40).
  • The weekly exercise session will take place on Tuesdays DS5 (14:50 to 16:20).
  • All sessions will take place in room APB/E005.

Veranstaltungskalender abonnieren (icalendar)

Vorlesung Introduction / Resource Description Framework RDF DS3, 15. Oktober 2019 in APB E005 Download Download
Übung Introduction to Python DS5, 15. Oktober 2019 in APB E005 Download
Vorlesung Modelling Graphs in RDF DS3, 22. Oktober 2019 in APB E005 Download Download
Übung Getting to Know Graphs DS5, 22. Oktober 2019 in APB E005 Download
Vorlesung Modelling in RDF / Basic SPARQL DS3, 29. Oktober 2019 in APB E005 Download Download
Übung Resource Description Framework DS5, 29. Oktober 2019 in APB E005 Download
Vorlesung Wikidata DS3, 5. November 2019 in APB E005 Download Download
Übung RDF Modelling DS5, 5. November 2019 in APB E005 Download
Vorlesung SPARQL: Advanced Features DS3, 12. November 2019 in APB E005 Download Download
Übung SPARQL and Wikidata DS5, 12. November 2019 in APB E005 Download
Vorlesung SPARQL: Semantics DS3, 19. November 2019 in APB E005 Download Download
Übung More SPARQL and Wikidata DS5, 19. November 2019 in APB E005 Download
Vorlesung SPARQL: Complexity and Expressivity DS3, 26. November 2019 in APB E005 Download Download
Übung Advanced SPARQL DS5, 26. November 2019 in APB E005 Download
Vorlesung SPARQL Limits/Datalog DS3, 3. Dezember 2019 in APB E005 Download Download
Übung More Advanced SPARQL DS5, 3. Dezember 2019 in APB E005 Download
Vorlesung Rules for Querying Graphs DS3, 10. Dezember 2019 in APB E005 Download Download
Übung Expressivity of SPARQL DS5, 10. Dezember 2019 in APB E005 Download
Vorlesung Property Graphs DS3, 17. Dezember 2019 in APB E005
Übung Datalog & VLog4j DS5, 17. Dezember 2019 in APB E005 Download
Vorlesung The Cypher Query Language DS3, 7. Januar 2020 in APB E005
Übung (tbd) DS5, 7. Januar 2020 in APB E005
Vorlesung Data quality DS3, 14. Januar 2020 in APB E005
Übung (tbd) DS5, 14. Januar 2020 in APB E005
Vorlesung Ontologies DS3, 21. Januar 2020 in APB E005
Übung (tbd) DS5, 21. Januar 2020 in APB E005
Vorlesung Centrality measures DS3, 28. Januar 2020 in APB E005
Übung (tbd) DS5, 28. Januar 2020 in APB E005
Vorlesung Community detection DS3, 4. Februar 2020 in APB E005
Übung (tbd) DS5, 4. Februar 2020 in APB E005


Kalender