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I currently work as a researcher for the Intelligent Autonomous Systems group, part of the Computer Science department IX, Technische Universität München. My PhD supervisor is Prof. Michael Beetz, PhD

 

My research interests include Artificial Intelligence in general, Machine Learning, Data Mining, Computer Vision, Scientific Discovery, Equation Discovery, Philosophy of Science, Logics and Cognitive Science.

Research Topics

  • Person Localization, Person Tracking
  • Tracking Soccer Players
  • Real Time Systems
  • Automatic Analysis and Modeling of Sports Games
  • Automated Learning

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.

Teaching General

Teaching (Previous terms)

Student projects

  • Diplomarbeit "Aufbau und Analyse von hierarchischen Konfigurationen mit einem wissensbasierten System unter spezieller Betrachtung von Zwänge- und Verbotebedingungen", Ke Ma, 2006
  • Diplomarbeit "Extraktion absoluter und relativer Bewegungsmodelle für Sportspiele aus Positionsdaten", Daniel Philipp, 2007
  • Diplomarbeit "Spieleridentifikation unter Verwendung des Optischen Flusses", Michael Maurer, 2007
  • Diplomarbeit "Online unüberwachte Zeitreihenanalyse mit selbstorganisierenden neuronalen Netzen", Andreas Andreakis, 2008
  • Diplomarbeit "Identifikation von Fußballspielern über Positionsanalyse", Kurt Marschall, 2008
  • Masterarbeit "Ein Framework für die automatische Analyse von Videos: Identifizierung definierter Ereignisse durch semantische Interpretation akustischer und visueller Merkmale", Alexander Perzylo, 2009

Selected Publications


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