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Professorship for Information Systems, in particular Machine Learning

Organisational unit: Professoship

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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).

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  1. 2006

  2. Discriminative Identification of Duplicates

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

    18.09.2006 → 22.09.2006

    Activity: Talk or presentation › Conference Presentations › Research

  3. 2007

  4. Support Vector Machines for Collective Inference

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

    01.08.2007 → 03.08.2007

    Activity: Talk or presentation › Conference Presentations › Research

  5. 2013

  6. Learning Shortest Paths for Word Graphs

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

    23.09.2013 → 27.09.2013

    Activity: Talk or presentation › Conference Presentations › Research

  7. 2014

  8. Structured Prediction in Social Contexts

    Brefeld, U. (Speaker)

    15.09.2014

    Activity: Talk or presentation › Conference Presentations › Research

  9. 2016

  10. School of Management and Technology (Organisational unit)

    Brefeld, U. (Office)

    01.04.2016 → …

    Activity: Membership › Leuphana academic councils and committees › Leuphana Academic Committees

  11. A Learning Agent for Parameter Adaptation in Speeded Tests

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

    23.09.2016 → 27.09.2016

    Activity: Talk or presentation › Conference Presentations › Research

  12. 2017

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

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

    26.06.2017 → 28.06.2017

    Activity: Talk or presentation › Conference Presentations › Research

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

    Brefeld, U. (Coauthor)

    09.2017

    Activity: Participating in or organising an academic or articstic event › External workshops, courses, seminars › Research

  15. Frame-based Matrix Factorizations

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

    11.09.2017 → 13.09.2017

    Activity: Talk or presentation › Conference Presentations › Research

  16. 2018

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

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

    11.01.2018

    Activity: Talk or presentation › Conference Presentations › Research

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Publications

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  19. The role of uncertainty and trust in the marketing of new technologies
  20. Heterogeneity in the Speed of Capital Structure Adjustment across Countries and over the Business Cycle
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