Human Movement Analysis: Extension of the F-Statistic to Time Series Using HMM

@article{Karg2013HumanMA,
  title={Human Movement Analysis: Extension of the F-Statistic to Time Series Using HMM},
  author={Michelle Karg and Wolfgang Seiberl and Jesse Hoey and Dana Kulic},
  journal={2013 IEEE International Conference on Systems, Man, and Cybernetics},
  year={2013},
  pages={3870-3875}
}
Optical motion tracking has enhanced human movement analysis in medicine, biomechanics, and rehabilitation science by providing highly accurate joint angle measurements over time. However, analyzing the large amount of recorded data is challenging. The process is usually simplified by calculating descriptive measures, such as the minimum, mean, or maximum, from the time series data. We propose a novel technique for the analysis of human motion data, which considers the complete time series data… CONTINUE READING