Bayesian analysis of sub-plantar ground reaction force with BSN

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

Volumn , Issue , 2009, Pages 133-137

  Lo, Benny ^a   Pansiot, Julien ^a   Yang, Guang Zhong ^a  

^a IMPERIAL COLLEGE LONDON   (United Kingdom)

Author keywords

Bayesian network; Biomechanics; Gait analysis; Ground reaction force

Indexed keywords

BAYESIAN ANALYSIS; BIO-INSPIRED; FOOT PRESSURES; FORCE DISTRIBUTIONS; FORCE PLATE; GROUND REACTION FORCE; GROUND REACTION FORCES; HIERARCHICAL BAYESIAN NETWORKS; HIGH-ACCURACY; NOVEL CONCEPT; SENSOR SIGNALS; VESTIBULAR SYSTEM;

BAYESIAN NETWORKS; BIOMECHANICS; DISTRIBUTED PARAMETER NETWORKS; GAIT ANALYSIS; INFERENCE ENGINES; INTELLIGENT NETWORKS;

SENSOR NETWORKS;

EID: 70449461423     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/BSN.2009.38     Document Type: Conference Paper

References (33)

1. J. E. Cutting, D. R. Proffitt and L. Kozlowski, "A biochemical invariant for gait perception", Journal of Experimental Psychology: Human Perception and Performance, 1978, vol. 4, pp. 357-372.
2. J. Hausdorff, M. Cudkowicz, R. Firtion, J. Wei, A. Goldberger, "Gait variability and basal ganglia disorders: stride-to-stride variations of gait cycle timing in Parkinson's disease and Huntington's disease", Movement Disorder, 1998, 13(3), pp.428-437.
3. R. Cooper, L. Quatrano, S. Stanhope, et al., "Gait analysis in rehabilitation medicine: A brief report", American Journal of Physical Medicine & Rehabilitation, 1999, vol. 78(3), pp. 278-280.
4. S. Ounpuu, "The biomechanics of walking and running", Clinics in Sports Medicine, 1994, vol. 13, pp. 4843-4863.
5. M.P. Kadaba, R. Stine and T. Whitaker, "Real-time movement analysis: techniques and concepts for the new millennium in sport medicine", in Proceedings of the 6th Intl. Symposium on the 3D analysis of Human movement, 2000, pp. 52-53.
6. G.Ferrigno and M.Gussoni, "Procedure to automatically classify markers in biomechanical analysis of whole-body movement in different sports activities". Medical & Biological Engineering & Computing, 1988, 26: 321-324.
7. A.C. Lapham and R.M. Bartlett, "The use of artificial intelligence in the analysis of sports performance: A review of applications in human gait analysis and future directions for sports biomechanics" Journals of Sports Science, 1995, vol.13, pp.229-237.
8. E.J. Marey, La machine animal, Felix Alcan (Ed.), Paris, 1886.
9. M.A. Schrager, V.E. Kelly, R. Price, L. Ferrucci and A. Shumway-Cook, "The effects of age on medio-lateral stability during normal and narrow base walking", Gait and Posture, 2008, vol. 28, pp.466-471.
10. C.F. Munro, D.I. Miller and A.J. Fuglevand, "Ground reaction forces in running: A re-examination", Journal of Biomechanics, 1987, vol. 20(2), pp, 147-155.
11. A. Simkin and I.A.F. Stokes, "Characterisation of the dynamic vertical force distribution under the foot", Medical & Biological Engineering & Computing, 1982, 20, pp.12-18.
12. M. Nyska, S. Shabat, A. Simkin, M. Neeb, Y. Matan and G. Mann, "Dynamic force distribution during level walking under the feet of patients with chronic ankle instability", British Journal of Sports Medicine, 2003, 37, pp. 495-497.
13. A. Nieuwboer, W.D. Weerdt, R. Dom, L. Peeraer, E. Lesaffre, F. Hilde and B. Baunach, "Planar force distribution in Parkinsonian gait: A comparison between patients and aged-matched control subjects", Journal of Rehabilitation Medicine, Mar 1999, vol. 31(3), pp.185-192.
14. C. Vaughan, B. Davis and J. O'Connor, Dynamics of Human Gait 2nd edition, Kiboho Publishers, Cape Town South Africa, 1992.
15. K. Aminian, B. Najafi, C. Bula, P.F. Leyvraz and Ph. Robert, "Saptio-temporal parameters of gait measured by an ambulatory system using miniature gyroscopes", Journal of Biomechanics, May 2002, vol. 35 (5), pp. 689-699.
16. R. Takeda, S. Tadano, M. Todoh, M. Morikawa, M. Nakayasu and S. Yoshinari, "Gait analysis using gravitational acceleration measured by wearable sensors", Journal of Biomechanics, 2009, vol 42, pp.223-233.
17. S.M. Bamberg, A.Y. Benbasat, D.M. Scarborough, D. Krebs, and J. Paradiso, "Gait analysis using a shoe-integrated wireless sensor system", IEEE Transaction on Information Technology in Biomedicine, July 2008, vol.12 (4), pp.413-423.
18. B. Lo, L. Atallah, O. Aziz, M. Elhelw, A. Darzi, G.Z. Yang, "Realtime pervasive monitoring for post-operative care", In Proceedings of the BSN2007, 2007, pp. 122-127.
19. O. Aziz, L. Atallah, B. Lo, M. Elhelw, L. Wang, G.Z. Yang and A. Darzi, "A pervasive body sensor network for measuring postoperative recovery at home", Surgical Innovation, 2007, Vol. 14-2, pp. 83-90.
20. L. Atallah, A. Elsaify, B. Lo, N. Hopkinson and G.Z. Yang, "Gaussian process prediction for cross channel consensus in body sensor networks", In the IEEE proceedings of BSN 2008, 2008, pp.165-168.
21. L.H. Light, G.E. McLellan and L. Klenerman, "Skeletal transients on heel strike in normal walking with different footwear", Journal of Biomechanics, 1980, vol. 13, pp. 477-480.
22. Y. Folman, J. Wosk, S. Shabat and R. Gepstein, "Attenuation of spinal transients at heel strike using viscoelastic heel insoles: an in vivo study", Preventive Medicine, Aug 2004, vol. 39 (2), pp.351-354.
23. J. Pearl, "Bayesian Networks", UCLA Cognitive Systems Laboratory, LA November 2000.
24. G. Shafer and J. Pearl, Readings in Uncertain Reasoning, Morgan Kaufmann, San Mateo CA, 1990.
25. P. Domingos and M. Pazzani, "On the optimality of the simple Bayesian classifier under zero-one loss", Machine Learning, 1997, vol. 29, pp. 103-130.
26. J. Pearl, Probabilistic Reasoning in Intelligent Systems, Morgan Kaufmann, San Mateo CA, 1988.
27. G.F. Cooper and E. Herskovits, "A Bayesian method for the induction of probabilistic networks from data", Machine Learning, 1992, vol. 9, pp. 309-347.
28. X. D. Huang, Y. Ariki, and M. Jack, Hidden Markov Models for Speech Recognition, Edinburgh University Press, 1990.
29. M. Y. Hwang and X. Huang, "Shared-distribution hidden Markov models for speech recognition", IEEE Transactions on Speech and Audio Processing, October 1993, vol. 1(4), pp.414-420.
30. L.R. Rabiner, "A tutorial on hidden Markov models and selected applications in speech recognition", Proceedings of the IEEE, 1989, vol.77 (2), pp.257-286.
31. P.C. Chung and C.D. Lu, "A daily behavior enabled hidden Markov model for human behavior understanding", Pattern Recognition, May 2008, vol. 41(5), pp.1572-1580.
32. A. Galata, N. Johnson , D. Hogg, "Learning variable-length Markov models of behavior", Computer Vision and Image Understanding, March 2001, vol.81 (3), pp.398-413.
33. N. Carter, D. Young, J. Ferryman, "A combined Bayesian Markovian approach for behaviour recognition", In Proceedings of the 18th International Conference on Pattern Recognition, August 20-24, 2006, pp.761-764. 1397