Gait patterns classification using spectral features

IET Conference Publications

Volumn , Issue 539 CP, 2008, Pages 98-102

  Ibrahim, R K ^a   Ambikairajah, E ^a   Celler, B ^a   Lovell, N H ^a   Kilmartin, L ^b  

^a UNIVERSITY OF NEW SOUTH WALES   (Australia)

^b NATIONAL UNIVERSITY OF IRELAND   (Ireland)

Author keywords

Accelerometry; Ambulatory monitoring; Feature extraction; Gait patterns

Indexed keywords

ACCELEROMETRY; ACTIVITY MONITORING; AMBULATORY MONITORING; CLASSIFICATION ACCURACY; GAIT PATTERN; GAIT PATTERNS; GAUSSIAN MIXTURE MODEL; HUMAN GAIT; SPECTRAL FEATURE; STATISTICAL CLASSIFIER;

ACCELEROMETERS; CLASSIFICATION (OF INFORMATION);

FEATURE EXTRACTION;

EID: 67649990843     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1049/cp:20080645     Document Type: Conference Paper

References (12)

1. M. Mathie, "Monitoring and interpreting human movement patterns using a triaxial accelerometer," Ph.D. dissertation, Faculty of Engineering, University of New South Wales, 2003.
2. M. Sekine, et al, "Discrimination of walking patterns using wavelet-based fractal analysis," IEEE Trans. Rehabilitation Engineering, vol. 10 Neural Systems and Rehabilitation Engineering - 3, pp. 188-196, 2002.
3. O. Perrin, et al. "Improvement of walking speed prediction by accelerometry and altimetry, validated by satellite positioning," Medical & biological engineering & computing, vol. 38, no 2, pp. 164-168, 2000.
4. th International Conference on Digital Signal Processing, 2007.
5. th Annual Conference EMBS, pp. 7695-7698, 2005.
6. th Australian Conference on Neural Networks, 1996
7. L. Havasi, et al, "Eigenwalks : Walk detection and biometrics from symmetry patterns," IEEE International Conference on Image Processing, vol. 3, pp. 289-292, 2005.
8. K. Arminian, et al. "Estimation of speed and incline of walking using neural network," IEEE-Transaction on Instrumentation and Measurement, vol. 44, pp. 743-746, 1995.
9. T. Chau. "A review of analytical techniques for gait data. Part 1: fuzzy, statistical and fractal methods," Gait & Posture, 2001.
10. M. E., Hahn, A. M. Farley, V. Lin, and L. S. Chou "Neural network estimation of balance control during locomotion," J. Biomechanics, vol. 38, pp. 717-724, 2005.
11. W-L. Wu, F-C Su and C. K. Chou "Potential of the back propagation neural networks in the assessment of gait patterns in ankle arthrodesis," Neural Networks and expert systems in medicine and health care, pp. 92-100, World Scientific Publishing, 1998
12. F. R. Allen, "Classification of a known sequence of motions and postures from accelerometry data using adapted Gaussian Mixture Models," J. Physiological Measurement, vol. 27, pp. 935-951, 2006.