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).
THE EUROPEAN CONFERENCE ON MACHINE LEARNING & PRINCIPLES AND PRACTICE OF KNOWLEDGE DISCOVERY IN DATABASES 2017
Brefeld, U. (Coauthor)
09.2017Activity: Participating in or organising an academic or articstic event › External workshops, courses, seminars › Research
Team Sports Analytics (ECML/PKDD Tutorial)
Rudolph, Y. (Speaker), Robberechts, P. (Speaker), Van Roy, M. (Speaker) & Zimmermann, A. (Speaker)
13.09.2024Activity: Talk or presentation › Conference Presentations › Research
Support Vector Machines for Collective Inference
Brefeld, U. (Speaker), Klein, T. (Speaker) & Scheffer, T. (Speaker)
01.08.2007 → 03.08.2007Activity: Talk or presentation › Conference Presentations › Research
Structured Prediction in Social Contexts
Brefeld, U. (Speaker)
15.09.2014Activity: Talk or presentation › Conference Presentations › Research
Self-improvement for Computerized Adaptive Testing
Rudolph, Y. (Speaker), Neubauer, K. (Speaker) & Brefeld, U. (Coauthor)
16.09.2025Activity: 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
PODIUMSDISKUSSION: Lehramtsstudium und/oder Künstliche Intelligenz? Ethische Herausforderungen in Bildung durch Technik.
Mah, D.-K. (Speaker), Brefeld, U. (Speaker), Broy, W. (Speaker) & Kück, T. J. (Moderator)
13.06.2024Activity: Participating in or organising an academic or articstic event › External workshops, courses, seminars › Transfer
Modeling Conditional Dependencies in Multiagent Trajectories
Rudolph, Y. (Speaker) & Brefeld, U. (Coauthor)
28.03.2022Activity: Talk or presentation › Presentations (poster etc.) › Research
MDP-based Itinerary Recommendation using Geo-Tagged Social Media
Gaonkar, R. (Speaker), Tavakol, M. (Speaker) & Brefeld, U. (Speaker)
24.10.2018Activity: Talk or presentation › Conference Presentations › Research
Masked Autoencoder Pretraining for Event Classification in Elite Soccer
Rudolph, Y. (Speaker) & Brefeld, U. (Coauthor)
18.09.2023Activity: Talk or presentation › talk or presentation in privat or public events › Research