1. //
  2. Start
  3. //
  4. Publications
  5. //
  6. Finding Similar Movements in Positional ...
  7. //

Finding Similar Movements in Positional Data Streams

Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

Authors

In this paper, we study the problem of efficiently finding similar movements in positional data streams, given a query trajectory. Our approach is based on a translation-, rotation-, and scale-invariant representation of movements. Near-neighbours given a query trajectory are then efficiently computed using dynamic time warping and locality sensitive hashing. Empirically, we show the efficiency and accuracy of our approach on positional data streams recorded from a real soccer game.

Original languageEnglish
Title of host publicationMachine Learning and Data Mining for Sports Analytics - MLSA 2013 : Proceedings
EditorsDavis Jesse, Jan Van Haaren, Albrecht Zimmermann
Number of pages9
Place of PublicationPrag
PublisherSun Site Central Europe (RWTH Aachen University)
Publication date2013
Pages49-57
Publication statusPublished - 2013
Externally publishedYes
EventEuropean Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases - ECMLPKDD 2013 - Prag, Czech Republic
Duration: 23.09.2013 → 27.09.2013
http://www.ecmlpkdd2013.org/

Other publications by the same author(s)

Interactive sequential generative models for team sports

Fassmeyer, D., Cordes, M. & Brefeld, U., 02.2025, In: Machine Learning. 114, 2, 15 p., 38.

Research output: Journal contributions › Journal articles › Research › peer-review

Machine Learning and Data Mining for Sports Analytics: 11th International Workshop, MLSA 2024, Vilnius, Lithuania, September 9, 2024, Revised Selected Papers

Brefeld, U. (Editor), Davis, J. (Editor), Van Haaren, J. (Editor) & Zimmermann, A. (Editor), 2025, Cham: Springer. 119 p. (Communications in Computer and Information Science; vol. 2460)

Research output: Books and anthologies › Conference proceedings › Research

Masked autoencoder for multiagent trajectories

Rudolph, Y. & Brefeld, U., 02.2025, In: Machine Learning. 114, 2, 18 p., 44.

Research output: Journal contributions › Journal articles › Research › peer-review

The promise and challenges of computer mouse trajectories in DMHIs – A feasibility study on pre-treatment dropout predictions

Zantvoort, K., Matthiesen, J., Bjurner, P., Bendix, M., Brefeld, U., Funk, B. & Kaldo, V., 06.2025, In: Internet Interventions. 40, 40, 7 p., 100828.

Research output: Journal contributions › Journal articles › Research › peer-review

Toward Learning Distributions of Distributions

Wohlstein, M. & Brefeld, U., 2025, In: Proceedings of Machine Learning Research. 265, p. 269-275 7 p.

Research output: Journal contributions › Conference article in journal › Research › peer-review

Documents

Links

Recently viewed

Publications

  1. Digital Control of a Camless Engine Using Lyapunov Approach with Backward Euler Approximation
  2. Different approaches to learning from errors: Comparing the effectiveness of high reliability and error management approaches
  3. Cross-document coreference resolution using latent features
  4. Methodologies for Noise and Gross Error Detection using Univariate Signal-Based Approaches in Industrial Application
  5. Ant colony optimization algorithm and artificial immune system applied to a robot route
  6. Development of a Didactic Graphical Simulation Interface on MATLAB for Systems Control
  7. Random measurement and prediction errors limit the practical relevance of two velocity sensors to estimate the 1RM back squat
  8. A Quadrant Approach of Camera Calibration Method for Depth Estimation Using a Stereo Vision System
  9. Homogenization modeling of thin-layer-type microstructures
  10. Evaluation of Time/Phase Parameters in Frequency Measurements for Inertial Navigation Systems
  11. A discrete approximate solution for the asymptotic tracking problem in affine nonlinear systems
  12. Neural network-based adaptive fault-tolerant control for strict-feedback nonlinear systems with input dead zone and saturation
  13. Multi-Parallel Sending Coils for Movable Receivers in Inductive Charging Systems
  14. The Use of Factorization and Multimode Parametric Spectra in Estimating Frequency and Spectral Parameters of Signal
  15. Perfect anti-windup in output tracking scheme with preaction
  16. Control of the inverse pendulum based on sliding mode and model predictive control
  17. Enhancing Performance of Level System Modeling with Pseudo-Random Signals
  18. Using Complexity Metrics to Assess Silent Reading Fluency
  19. Continuous 3D scanning mode using servomotors instead of stepping motors in dynamic laser triangulation
  20. Analyzing different types of moderated method effects in confirmatory factor models for structurally different methods
  21. Using the flatness of DC-Drives to emulate a generator for a decoupled MPC using a geometric approach for motion control in Robotino
  22. Dynamic Lot Size Optimization with Reinforcement Learning
  23. On robustness properties in permanent magnet machine control by using decoupling controller
  24. Classical PI Controllers with Anti-Windup Techniques Applied on Level Systems
  25. A model predictive control in Robotino and its implementation using ROS system
  26. Introducing parametric uncertainty into a nonlinear friction model
  27. Stepwise-based optimizing approaches for arrangements of loudspeaker in multi-zone sound field reproduction
  28. A geometric approach for controlling an electromagnetic actuator with the help of a linear Model Predictive Control
  29. A localized boundary element method for the floating body problem
  30. Mapping interest rate projections using neural networks under cointegration
  31. The Influence of Note-taking on Mathematical Solution Processes while Working on Reality-Based Tasks
  32. Robust Flatness Based Control of an Electromagnetic Linear Actuator Using Adaptive PID Controller
  33. Gaussian processes for dispatching rule selection in production scheduling
  34. Performance analysis for loss systems with many subscribers and concurrent services
  35. Comments on "Tracking Control of Robotic Manipulators With Uncertain Kinematics and Dynamics"
  36. A guided simulated annealing search for solving the pick-up and delivery problem with time windows and capacity constraints
  37. An analytical approach to evaluating bivariate functions of fuzzy numbers with one local extremum
  38. On the Nonlinearity Compensation in Permanent Magnet Machine Using a Controller Based on a Controlled Invariant Subspace
  39. An Orthogonal Wavelet Denoising Algorithm for Surface Images of Atomic Force Microscopy
  40. Stability analysis of a linear model predictive control and its application in a water recovery process
  41. Robust Control of Mobile Transportation Object with 3D Technical Vision System
  42. Data-Driven flood detection using neural networks
  43. Passive Peak Voltage Sensor for Multiple Sending Coils Inductive Power Transmission System
  44. A Gait Pattern Generator for Closed-Loop Position Control of a Soft Walking Robot
  45. A two-stage Kalman estimator for motion control using model predictive strategy
  46. A general structural property in wavelet packets for detecting oscillation and noise components in signal analysis
  47. A denoising procedure using wavelet packets for instantaneous detection of pantograph oscillations
  48. Simulation based comparison of safety-stock calculation methods
  49. Primary Side Circuit Design of a Multi-coil Inductive System for Powering Wireless Sensors