Estimation of walking energy expenditure by using support vector regression

Annual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings

Volumn 7 VOLS, Issue , 2005, Pages 3526-3529

  Su, S W ^a   Wang, L ^a   Celler, B G ^a   Ambikairajah, E ^a   Savkin, A V ^a  

^a UNIVERSITY OF NEW SOUTH WALES   (Australia)

Author keywords

[No Author keywords available]

Indexed keywords

ACCELEROMETERS; CARBON DIOXIDE; DATABASE SYSTEMS; EXERCISE EQUIPMENT; LEARNING SYSTEMS; REGRESSION ANALYSIS; VECTORS;

SUPPORT VECTOR REGRESSION; TRIAXIAL ACCELEROMETERS; WIRELESS MEASUREMENTS;

ENERGY UTILIZATION;

EID: 33846909807     PISSN: 05891019     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/iembs.2005.1617240     Document Type: Conference Paper

References (12)

1. Bouten, C. V., Sauren, A. A., Verduin, M. and Janssen, J. D. 1997, Effects of placement and orientation of body-fixed accelerometers on the assessment of energy expenditure during walking, Medical and Biological Engineering and Computing, 35, 50-56.
2. Bouten, C. V., Koekkoek, K. T., Verduin, M., Kodde, R. and Janssen, J. D. 1997, A triaxial accelerometer and portable data processing unit for the assessment of daily physical activity, IEEE Transactions on Biomedical Engineering, 44, 136-147.
3. J. Reswick, J. Perry, D. Antonelli, N. Su, and C. Freeborn, "Preliminary evaluation of the vertical acceleration gait analyzer (VAGA)," in Proc. 6th Annu. Symp, External Control Extremities, Dubrovnik, 1978, pp.305-314.
4. G. Currie, D. Rafferty, G. Duncan, F. Bell, and A. L. Evans, "Measurement of gait by accelerometer and walkway: A comparison study," Med. Biol. Eng. Comput., vol.30, pp. 669-670, 1992.
5. L. Brouha, "Evaluation of requirements of jobs," in Physiology in Industry. Oxford, U.K.: Pergamon, 1960, pp. 94-108.
6. J. R. W. Morris, "Accelerometry - A technique for the measurement of human body movements," J. Biomech., vol. 6, pp. 729-736, 1973.
7. A. H. Ismail, J. W. Baraby, and C. B. Smith, "Relationships between mechanical force and hysiological cost during gait in adult men," in Biomechanics: Proceeding of the C.I.C. Symposium Biomechanics, J. M. Cooper, Ed. Chicago: The Athlete Inst., 1971, pp. 99-106.
8. J. D. Frost, "Triaxial vector accelerometry: A new method for quantifying tremor and ataxia," IEEE Trans. Biomed. Eng., vol. BME-25, pp.17-27, 1978.
9. C. V. C. Bouten, K. R. Westerterp, M. Verduin, and J. D. Janssen, "Assessment of energy expenditure for physical activity using a triaxial accelerometer," Med. Sci. Sports Exerc., vol. 26, pp. 1516-1523, 1994.
10. Bland, M. An Introduction to Medical statistics, third edition, Oxford University Press, 2000.
11. Chen, KY and Sun, M. Improving energy expenditure estimation by using a triaxial accelerometer. Journal of applied Physiology, 83(6),2112-2122, 1997.
12. H. Drucker, C. Burges, L.Kaufman, A. Smola, and V. Vapnik. Support vector regression machines. In M. Mozer, M. Jordan, and T. Petsche, editors, Advances in Neural Information Procession Systems 9, pages 155-161, Cambridge, MA, 1997.