Knowledge Graphs

From International Center for Computational Logic

Knowledge Graphs

Course with SWS 2/2/0 (lecture/exercise/practical) in WS 2018

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).
The first lecture will take place in the second week, i.e., on 16 Oct 2018
  • All sessions will take place in room APB/E005.

Subscribe to events of this course (icalendar)

Lecture Introduction and Motivation DS3, October 16, 2018 in APB E005 Download Download
Exercise Introduction to Python DS5, October 16, 2018 in APB E005 Download
Lecture Encoding Graphs in RDF DS3, October 23, 2018 in APB E005 Download Download
Exercise Getting to Know Graphs DS5, October 23, 2018 in APB E005 Download
Lecture Modelling in RDF DS3, October 30, 2018 in APB E005 Download Download
Exercise Resource Description Framework DS5, October 30, 2018 in APB E005 Download
Lecture Introduction to SPARQL DS3, November 6, 2018 in APB E005 Download Download
Exercise RDF Modelling DS5, November 6, 2018 in APB E005 Download
Lecture Wikidata, the Wikimedia knowledge graph DS3, November 13, 2018 in APB E005 Download Download
Exercise SPARQL DS5, November 13, 2018 in APB E005 Download
Lecture Advanced SPARQL: Property paths and Filters DS3, November 20, 2018 in APB E005 Download Download
Exercise Wikidata DS5, November 20, 2018 in APB E005 Download
Lecture Advanced SPARQL: Query operators and Aggregates DS3, November 27, 2018 in APB E005 Download Download
Exercise Advanced SPARQL DS5, November 27, 2018 in APB E005 Download
Lecture SPARQL: complexity and outlook DS3, December 4, 2018 in APB E005 Download Download
Exercise More Advanced SPARQL DS5, December 4, 2018 in APB E005 Download
Lecture Limits of SPARQL / Introduction to Property Graphs DS3, December 11, 2018 in APB E005
Exercise SPARQL Expressivity and Complexity DS5, December 11, 2018 in APB E005 Download
Lecture Querying Property Graphs DS3, December 18, 2018 in APB E005
Exercise (TBA) DS5, December 18, 2018 in APB E005
Lecture (TBA) DS3, January 8, 2019 in APB E005
Exercise (TBA) DS5, January 8, 2019 in APB E005
Lecture (TBA) DS3, January 15, 2019 in APB E005
Exercise (TBA) DS5, January 15, 2019 in APB E005
Lecture (TBA) DS3, January 22, 2019 in APB E005
Exercise (TBA) DS5, January 22, 2019 in APB E005
Lecture (TBA) DS3, January 29, 2019 in APB E005
Exercise (TBA) DS5, January 29, 2019 in APB E005


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