Professorship for Information Systems, in particular Machine Learning

Organisational unit: Professoship

Main research areas

Research

We are interested in statistical machine learning with a focus on spatiotemporal problems, such as user navigation on the web, adaptive testing and adaptive learning environments, and the coordination of football players on the pitch. While we mainly focus on basic research, we also collaborate with selected partners in academia, sports and industry in different projects.

Teaching

Our teaching focuses on introductory/advanced machine learning and data mining as well as basic statistics. We regularly offer courses in the Management & Data Science Master and the Information Systems Bachelor programs. Exemplary courses comprise Deep Learning (Data Science), Statistics (Information Systems), and Machine Learning & Data Mining (Engineering).

  1. 2006
  2. Discriminative Identification of Duplicates

    Haider, P. (Speaker), Brefeld, U. (Speaker) & Scheffer, T. (Speaker)

    18.09.200622.09.2006

    Activity: Talk or presentationConference PresentationsResearch

  3. 2007
  4. Support Vector Machines for Collective Inference

    Brefeld, U. (Speaker), Klein, T. (Speaker) & Scheffer, T. (Speaker)

    01.08.200703.08.2007

    Activity: Talk or presentationConference PresentationsResearch

  5. 2013
  6. Learning Shortest Paths for Word Graphs

    Tzouridis, E. (Speaker) & Brefeld, U. (Speaker)

    23.09.201327.09.2013

    Activity: Talk or presentationConference PresentationsResearch

  7. 2014
  8. Structured Prediction in Social Contexts

    Brefeld, U. (Speaker)

    15.09.2014

    Activity: Talk or presentationConference PresentationsResearch

  9. 2016
  10. School of Management and Technology (Organisational unit)

    Brefeld, U. (Office)

    01.04.2016 → …

    Activity: MembershipLeuphana academic councils and committeesLeuphana Academic Committees

  11. A Learning Agent for Parameter Adaptation in Speeded Tests

    Bengs, D. (Speaker) & Brefeld, U. (Speaker)

    23.09.201627.09.2016

    Activity: Talk or presentationConference PresentationsResearch

  12. 2017
  13. THE EUROPEAN CONFERENCE ON MACHINE LEARNING & PRINCIPLES AND PRACTICE OF KNOWLEDGE DISCOVERY IN DATABASES 2017

    Brefeld, U. (Coauthor)

    2017 → …

    Activity: Participating in or organising an academic or articstic eventExternal workshops, courses, seminarsResearch

  14. Learning to Rate Player Actions on the Example of Soccer

    Brefeld, U. (Speaker) & Dick, U. (Speaker)

    26.06.201728.06.2017

    Activity: Talk or presentationConference PresentationsResearch

  15. Frame-based Matrix Factorizations

    Mair, S. (Speaker), Boubekki, A. (Speaker), Brefeld, U. (Speaker), Mair, S. (Coauthor), Boubekki, A. (Coauthor) & Brefeld, U. (Coauthor)

    11.09.201713.09.2017

    Activity: Talk or presentationConference PresentationsResearch

  16. 2018
  17. Learning to rate player actions in multi-agent scenarios

    Dick, U. (Speaker) & Brefeld, U. (Speaker)

    11.01.2018

    Activity: Talk or presentationConference PresentationsResearch

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