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).
- 2018
Educational Data Mining - EDM 2018
Boubekki, A. (Coauthor), Jain, S. (Coauthor) & Brefeld, U. (Speaker)
15.07.2018 → 17.07.2018Activity: Participating in or organising an academic or articstic event › Conferences › Research
Exploiting the Frame for Active Learning in Multi-class Classification
Mair, S. (Coauthor) & Brefeld, U. (Coauthor)
15.07.2018 → 18.07.2018Activity: Talk or presentation › Conference Presentations › Research
European conference an Data Analysis -ECDA 2018
Gaonkar, R. (Coauthor), Tavakol, M. (Coauthor) & Brefeld, U. (Coauthor)
04.07.2018 → 06.07.2018Activity: Participating in or organising an academic or articstic event › Conferences › Research
Learning to rate player actions in multi-agent scenarios
Dick, U. (Speaker) & Brefeld, U. (Speaker)
11.01.2018Activity: Talk or presentation › Conference Presentations › Research
- 2017
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 → 13.09.2017Activity: Talk or presentation › Conference Presentations › Research
Learning to Rate Player Actions on the Example of Soccer
Brefeld, U. (Speaker) & Dick, U. (Speaker)
26.06.2017 → 28.06.2017Activity: Talk or presentation › Conference Presentations › Research
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 event › External workshops, courses, seminars › Research
- 2016
A Learning Agent for Parameter Adaptation in Speeded Tests
Bengs, D. (Speaker) & Brefeld, U. (Speaker)
23.09.2016 → 27.09.2016Activity: Talk or presentation › Conference Presentations › Research
School of Management and Technology (Organisational unit)
Brefeld, U. (Office)
01.04.2016 → …Activity: Membership › Leuphana academic councils and committees › Leuphana Academic Committees
- 2014
Structured Prediction in Social Contexts
Brefeld, U. (Speaker)
15.09.2014Activity: Talk or presentation › Conference Presentations › Research