Spatio-Temporal Convolution Kernels

Publikation: Beiträge in ZeitschriftenZeitschriftenaufsätzeForschungbegutachtet

Authors

Trajectory data of simultaneously moving objects is being recorded in many different domains and applications. However, existing techniques that utilise such data often fail to capture characteristic traits or lack theoretical guarantees. We propose a novel class of spatio-temporal convolution kernels to capture similarities in multi-object scenarios. The abstract kernel is a composition of a temporal and a spatial kernel and its actual instantiations depend on the application at hand. Empirically, we compare our kernels and efficient approximations thereof to baseline techniques for clustering tasks using artificial and real world data from team sports.
OriginalspracheEnglisch
ZeitschriftMachine Learning
Jahrgang102
Ausgabenummer2
Seiten (von - bis)247-273
Anzahl der Seiten27
ISSN0885-6125
DOIs
PublikationsstatusErschienen - 01.02.2016

DOI

Zuletzt angesehen

Forschende

  1. Franziska Stallmann

Publikationen

  1. Magnesium-based metal matrix nanocomposites—processing and properties
  2. Elevated Temperature and Varied Load Response of AS41 at Bolted Joint
  3. Learning Analytics an Hochschulen
  4. The too-much-precision effect: When and why precise anchors backfire with experts
  5. Disentangling who is who during rhizosphere acidification in root interactions: combining fluorescence with optode techniques
  6. Infinite Mixtures of Markov Chains
  7. Agile Portfolio Management Patterns
  8. A tale of scale: Plot but not neighbourhood tree diversity increases leaf litter ant diversity
  9. Knowledge Spaces of Globalization
  10. The creation and analysis of employer-employee matched data, ed. by John C. Haltiwanger ...
  11. Early-Career Researchers’ Perceptions of the Prevalence of Questionable Research Practices, Potential Causes, and Open Science
  12. Towards Computer Simulations of Virtue Ethics
  13. Next level production networks
  14. Automated Fabrication of Elastomeric Prepregs for Soft Robotics Applications
  15. Bioassay-directed chemical analysis utilizing LC-MS: a tool for identifying estrogenic compounds in water samples?
  16. Conceptualizing sustainable consumption
  17. Trust in scientists, risk perception, conspiratorial beliefs, and unrealistic optimism
  18. Later Life Workplace Index: Validation of an English Version
  19. Simple measures and complex structures
  20. Knowledge retention from older and retiring workers
  21. Winning Ugly
  22. Big Data - Characterizing an Emerging Research Field using Topic Models
  23. Tree diversity promotes predator but not omnivore ants in a subtropical Chinese forest
  24. Reduction of capital tie up for assembly processes
  25. Perceptions of science, science communication, and climate change attitudes in 68 countries - the TISP dataset
  26. Do better pre-migration skills accelerate immigrants’ wage assimilation?
  27. Is Code Law? Kritik in Zeiten algorithmischer Gouvernementalität
  28. Introduction to Thinking the Problematic
  29. Fettflecken untersuchen mit Graphical Analysis
  30. "to expose, to show, to demonstrate, to inform, to offer. Artistic Practices around 1990"
  31. Preservice teachers’ competency development and opportunities to learn in teaching multilingual learners in Germany
  32. A trait-based framework linking the soil metabolome to plant–soil feedbacks
  33. Mikrounternehmen