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Research Topics

  • Learning Grounded Models
  • Knowledge Representation
  • Automatic Model Inference
  • Model-Based Reasoning
  • Import of WWW Information Into the Knowledge Base
  • Probabilistic Reasoning
  • Probabilistic Models
  • Logical Models
  • Graphical Models
  • Probabilistic Model Fitting
  • Automatic Analysis and Modeling of Sports Games
  • Ontological Representation and Reasoning
  • Data Mining / Knowledge Discovery
  • Automated Learning
  • Model-Based Systems
  • Temporal Logics

Current Research Projects

  • ASPOGAMO : The research project 'Sensor-based, Automatic Analysis of Football Games' is an ambitious, mid-term research project that studies the automation of these tasks. The main objectives of the project are (1) the investigation of novel computational mechanisms that enable computer systems to recognize intentional activities, (2) the development of an integrated software system to automate game interpretation and analysis, and (3) the demonstration of the impact of automated game analysis on application areas, such as sport science, football coaching, and sports entertainment.
  • Knowledge 4 CoTeSys : The project targets at building knowledge representation and processing systems for mobile robots by combining description logics knowledge bases with data mining, (self-) observation modules and imported knowledge from the World Wide Web.

Selected Publications


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