Probabilistic movement models and zones of control

Publikation: Beiträge in ZeitschriftenZeitschriftenaufsätzeForschungbegutachtet

Authors

Coordinated movements of players are key to success in team sports. However, traditional models for player movements are based on unrealistic assumptions and their analysis is prone to errors. As a remedy, we propose to estimate individual movement models from positional data and show how to turn these estimates into accurate and realistic zones of control. Our approach accounts for characteristic traits of players, scales with large amounts of data, and can be efficiently computed in a distributed fashion. We report on empirical results.
OriginalspracheEnglisch
ZeitschriftMachine Learning
Jahrgang108
Ausgabenummer1
Seiten (von - bis)127-147
Anzahl der Seiten21
ISSN0885-6125
DOIs
PublikationsstatusErschienen - 15.01.2019

DOI

Zuletzt angesehen

Publikationen

  1. Decision-making models for Robotic Warehouse
  2. One step forward, two steps back
  3. Performance Saga: Interview 06
  4. A PD Fuzzy Control of a Nonholonomic Car-Like Robot for Drive Assistant Systems
  5. Integrating multiple elements of environmental justice into urban blue space planning using public participation geographic information systems
  6. Sustainable use of ecosystem services under multiple risks
  7. Children's interpretation of ambiguous pronouns based on prior discourse
  8. Organizational practices for the aging workforce
  9. Conditionality of EU funds: an instrument to enforce EU fundamental values?
  10. The micro-processes during repatriate knowledge transfer
  11. Utilization of protein-rich residues in biotechnological processes
  12. Pathways to Implementation: Evidence on How Participation in Environmental Governance Impacts on Environmental Outcomes
  13. Quantifying ecosystem services of rewetted peatlands − the MoorFutures methodologies
  14. Learning Analytics
  15. The Role of Assessment and Quality Management in Transformations towards Sustainable Development
  16. To help or not to help an outgroup member
  17. Mathematics-specific motivations for choosing a mathematics teaching degree study programme
  18. Top-down biological motion perception does not differ between adults scoring high versus low on autism traits
  19. Soil carbon sequestration
  20. Utilizing Synchrotron Radiation for Phase Identification in Mg Alloys
  21. Learning Analytics an Hochschulen
  22. Standing up against Discrimination and Exclusion
  23. CALPHAD-based modeling of pressure-dependent Al, Cu and Li unary systems
  24. Understanding and Communicating Climate Change in Metaphors
  25. The Role of Zn on the Elevated Temperature Compression Behavior of Mg5Nd
  26. Forced exit from the joint-decision trap
  27. Art 159: Composition, procedure and voting
  28. Tree diversity promotes generalist herbivore community patterns in a young subtropical forest experiment