Knowledge Graphs

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Knowledge Graphs

Lehrveranstaltung mit SWS 2/2/0 (Vorlesung/Übung/Praktikum) im WS 2026

Dozent

Tutor

Umfang (SWS)

  • 2/2/0

Module

Leistungskontrolle

  • Mündliche Prüfung
Matrix-Kanal

Vorlesungsreihe


News

  • the first lecture will take place on Tuesday, 2026-10-13, DS3 (11:10–12:40) in room HSZ 304
  • the first exercise will take place on Wednesday, 2026-10-14, DS4 (13:00–14:30) in room HSZ 204
  • please check this page regularly for updates of the schedule
  • additional materials (example data, solutions to programming exercises) are available on a GitHub repository

Contents

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.

Registration

The course generally does not require a special registration and there is no limit for participants. However, you will need to register in Selma for the appropriate module to obtain credits. Most of the materials will be freely available world-wide. Live sessions (especially tutorials) are restricted to students of TU Dresden.


Schedule and Location

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

  • Lectures: Tuesdays, DS3 (11:10 to 12:40) in HSZ 304
  • Exercises: Wednesdays, DS4 (13:00 to 14:30) in HSZ 204

Veranstaltungskalender abonnieren (icalendar)

Vorlesung 1. Introduction and Welcome DS3, 13. Oktober 2026 in HSZ 304 Datei 1,  Datei 2
Übung 0. Introduction to Python DS4, 14. Oktober 2026 in HSZ 204 Datei
Vorlesung 2. Representing Graphs with RDF DS3, 20. Oktober 2026 in HSZ 304 Datei 1,  Datei 2
Übung 1. Getting to Know Graphs DS4, 21. Oktober 2026 in HSZ 204 Datei
Entfällt (no lecture) DS3, 27. Oktober 2026 in HSZ 304
Entfällt (no exercise) DS4, 28. Oktober 2026 in HSZ 204
Vorlesung 3. Modelling in RDF / SPARQL Basics DS3, 3. November 2026 in HSZ 304
Übung 2. Graphs and RDF DS4, 4. November 2026 in HSZ 204 Datei
Vorlesung 4. Wikidata DS3, 10. November 2026 in HSZ 304
Übung 3. TBD DS4, 11. November 2026 in HSZ 204
Vorlesung 5. Advanced Features of SPARQL DS3, 17. November 2026 in HSZ 304
Entfällt Repentance and Prayer Day (public holiday) DS4, 18. November 2026 in HSZ 204
Vorlesung 6. SPARQL Semantics DS3, 24. November 2026 in HSZ 304
Übung 4. TBD DS4, 25. November 2026 in HSZ 204
Vorlesung 7. Datalog for Knowledge Graphs DS3, 1. Dezember 2026 in HSZ 304
Übung 5. TBD DS4, 2. Dezember 2026 in HSZ 204
Vorlesung 8. Advanced Datalog DS3, 8. Dezember 2026 in HSZ 304
Übung 6. TBD DS4, 9. Dezember 2026 in HSZ 204
Vorlesung 9. Complexity of SPARQL and Datalog (1) DS3, 15. Dezember 2026 in HSZ 304
Übung 7. TBD DS4, 16. Dezember 2026 in HSZ 204
Vorlesung 10. Complexity of SPARQL and Datalog (2) DS3, 5. Januar 2027 in HSZ 304
Übung 8. TBD DS4, 6. Januar 2027 in HSZ 204
Vorlesung 11. Ontologies for Knowledge Graphs DS3, 12. Januar 2027 in HSZ 304
Übung 9. TBD DS4, 13. Januar 2027 in HSZ 204
Vorlesung 12. Ontology-Based Query Answering DS3, 19. Januar 2027 in HSZ 304
Übung 10. TBD DS4, 20. Januar 2027 in HSZ 204
Vorlesung 13. Knowledge Graph Quality DS3, 26. Januar 2027 in HSZ 304
Übung 11. TBD DS4, 27. Januar 2027 in HSZ 204
Vorlesung 14. Knowledge Graph Quality / Summary DS3, 2. Februar 2027 in HSZ 304
Übung 12. TBD DS4, 3. Februar 2027 in HSZ 204


Kalender