A distributed hidden markov model for fine-grained annotation in body sensor networks

Proceedings - 2009 6th International Workshop on Wearable and Implantable Body Sensor Networks, BSN 2009

Volumn , Issue , 2009, Pages 339-344

  Guenterberg, Eric ^a   Ghasemzadeh, Hassan ^a   Jafari, Roozbeh ^a  

^a UNIVERSITY OF TEXAS AT DALLAS   (United States)

Author keywords

Body sensor networks; Distributed; Hidden markov models; Segmentation

Indexed keywords

BODY SENSOR NETWORK; BODY SENSOR NETWORKS; COLLABORATIVE TECHNIQUE; DATA SETS; DIRECTION OF MOTION; DISTRIBUTED; FEATURE SELECTION; GENERALIZED METHOD; HUMAN BODIES; HUMAN MOVEMENTS; INERTIAL SENSOR; MODEL PARAMETERIZATION; RESOURCE-CONSTRAINED; SEGMENTATION; SPECIFIC SENSORS;

COMPUTATIONAL GRAMMARS; OBJECT RECOGNITION; SENSOR NETWORKS; SENSOR NODES; TELECOMMUNICATION EQUIPMENT;

HIDDEN MARKOV MODELS;

EID: 70350786534     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/BSN.2009.45     Document Type: Conference Paper

References (23)

1. S. Newell and E. Els, The Golf Instruction Manual. Dorling Kindersley, 2001.
2. J. Perry, Gait Analysis: Normal and Pathological Function. Slack Incorporated, 1992.
3. J. Hausdorff, M. Cudkowicz, R. Firtion, J. Wei, and A. Goldberger, "Gait variability and basal ganglia disorders: stride-to-stride variations of gait cycle timing in Parkinson's disease and Huntington's disease." Mov Disord, vol. 13, no. 3, pp. 428-37, 1998.
4. J. Hausdorff, D. Rios, and H. Edelberg, "Gait variability and fall risk in community-living older adults: A 1-year prospective study," Archives of Physical Medicine and Rehabilitation, vol. 82, no. 8, pp. 1050-1056, 2001.
5. K. Aminian and B. Najafi, "Capturing human motion using bodyfixed sensors: outdoor measurement and clinical applications," Computer Animation and Virtual Worlds, vol. 15, no. 2, pp. 79-94, 2004.
6. J. Aggarwal and Q. Cai, "Human motion analysis: A review," Computer Vision and Image Understanding, vol. 73, no. 3, pp. 428-440, 1999.
7. N. Vaswani, A. Chowdhury, and R. Chellappa, "Activity Recognition Using the Dynamics of the Configuration of Interacting Objects," in IEEE Computer Society Conference on Computer Vision and Pattern Recognition, vol. 2. IEEE Computer Society; 1999, 2003.
8. H. Nait-Charif and S. McKenna, "Activity summarisation and fall detection in a supportive home environment," in Pattern Recognition, 2004. ICPR 2004. Proceedings of the 17th International Conference on, vol. 4, 2004.
9. L. Lee and W. Grimson, "Gait analysis for recognition and classification," in Automatic Face and Gesture Recognition, 2002. Proceedings. Fifth IEEE International Conference on, 2002, pp. 148-155.
10. T. Pfau, M. Ferrari, K. Parsons, and A. Wilson, "A hidden Markov model-based stride segmentation technique applied to equine inertial sensor trunk movement data," Journal of Biomechanics, vol. 41, no. 1, pp. 216-220, 2008.
11. A. Sabatini, C. Martelloni, S. Scapellato, and F. Cavallo, "Assessment of walking features from foot inertial sensing," IEEE Transactions on Biomedical Engineering, vol. 52, no. 3, pp. 486-494, 2005.
12. S. Miyazaki, "Long-term unrestrained measurement of stride length and walkingvelocity utilizing a piezoelectric gyroscope," Biomedical Engineering, IEEE Transactions on, vol. 44, no. 8, pp. 753-759, 1997.
13. K. Aminian, B. Najafi, C. Büla, P. Leyvraz, and P. Robert, "Spatiotemporal parameters of gait measured by an ambulatory system using miniature gyroscopes," Journal of Biomechanics, vol. 35, no. 5, pp. 689-699, 2002.
14. R. Duda, P. Hart, and D. Stork, Pattern classification. Wiley New York, 2001.
15. N. Liu, B. Lovell, and P. Kootsookos, "Evaluation of HMM training algorithms for letter hand gesture recognition," in Signal Processing and Information Technology, 2003. ISSPIT 2003. Proceedings of the 3rd IEEE International Symposium on, 2003, pp. 648-651.
16. L. Rabiner and B. Juang, "An introduction to hidden Markov models," ASSP Magazine, IEEE [see also IEEE Signal Processing Magazine], vol. 3, no. 1 Part 1, pp. 4-16, 1986.
17. M. Srinivas and L. Patnaik, "Genetic algorithms: a survey," Computer, vol. 27, no. 6, pp. 17-26, 1994.
18. G. Rudolph, "Convergence analysis of canonical genetic algorithms," Neural Networks, IEEE Transactions on, vol. 5, no. 1, pp. 96-101, 1994.
19. L. Oliveira, R. Sabourin, F. Bortolozzi, and C. Suen, "Feature selection using multi-objective genetic algorithms for handwritten digit recognition," in Pattern Recognition, 2002. Proceedings. 16th International Conference on, vol. 1, 2002.
20. N. Srinivas and K. Deb, "Muiltiobjective Optimization Using Nondominated Sorting in Genetic Algorithms," Evolutionary Computation, vol. 2, no. 3, pp. 221-248, 1994.
21. Y. Cao, "Pareto front." [Online]. Available: http://www.mathworks.com/matlabcentral/fileexchange/17251
22. M. Brand, N. Oliver, and A. Pentland, "Coupled Hidden Markov Models for Complex Action Recognition," in IEEE Computer Society Conference on Computer Vision and Pattern Recognition. IEEE, 1997, pp. 994-999.
23. J. Makhoul, F. Kubala, R. Schwartz, and R. Weischedel, "Performance measures for information extraction," in Proc. of the DARPA Broadcast News Workshop, 1999, pp. 249-252.