Impact of different walking surfaces on gait identification based on higher-order statistics of accelerometer data

2011 IEEE International Conference on Signal and Image Processing Applications, ICSIPA 2011

Volumn , Issue , 2011, Pages 360-365

  Sprager, Sebastijan ^a   Zazula, Damjan ^a  

^a UNIVERSITY OF MARIBOR   (Slovenia)

Author keywords

Accelerometer; Body Sensor; Gait Identification; High Order Statistics; Impact of Walking Surface; Principle Component Analysis

Indexed keywords

ACCELEROMETER DATA; CELL PHONE; GAIT CYCLES; HIGH ORDER STATISTICS; HIGHER ORDER STATISTICS; PRINCIPLE COMPONENT ANALYSIS; SIMILARITY ESTIMATION; SOLID SURFACE; WALKING SURFACES;

ACCELEROMETERS; IMAGE PROCESSING; PRINCIPAL COMPONENT ANALYSIS;

WALKING AIDS;

EID: 84857469975     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICSIPA.2011.6144100     Document Type: Conference Paper

References (14)

1. S. Sprager and D. Zazula, "A cumulant-based method for gait identification using accelerometer data with principal component analysis and support vector machine, " WSEAS Transactions on Signal Processing, vol. 5, no. 11, pp. 369-378, 2009.
2. H. B. Mitchell, Multi-sensor data fusion: an introduction. : Springer, 2007.
3. E. J. Keogh and M. J. Pazzani, "Derivative dynamic time warping, " First SIAM international conference on data mining, 2001.
4. J. M. Mendel, "Tutorial on higher-order statistics (spectra) in signal processing and system theory: Theoretical results and some applications, " Proceedings of the IEEE, vol. 79, pp. 278-305, 1991.
5. C. L. Nikias and A. P. Petropulu, Higher-Order Spectra Analysis. : PTR Prentice Hall, 1993.
6. C. W. Therrien, Discrete random signals and statistical signal processing. : Prentice Hall PTR, 1992.
7. D. Gafurov, K. Helkala, and T. Sondrol, "Biometric gait authentication using accelerometer sensor, " Journal of computers, vol. 1, no. 7, pp. 51-59, 2006.
8. D Gafurov, "A survey of biometric gait recognition: Approaches, security and challenges, " Nik-2007 Conference, 2007.
9. A. Annadrhorai, E. Guenterberg, J. Barnes, K. Haraga, R. Jafari, Human Identification by Gait Analysis, Proceedings of the 2nd International Workshop on Systems and Networking Support for Health Care and Assisted Living Environments, No. 11, 2008.
10. C. Y. Lee, J. J. Lee, Estimation of Walking Behavior Using Accelerometers in Gait Rehabilitation, International Journal of Humanfriendly Welfare Robotic Systems, Vol. 3 No. 2, pp. 32-36, 2002.
11. J. Mantyjarvi, M. Lindholm, E. Vildjiounaite, S. M. Makela, H. A. Ailisto, Identifying users of portable devices from gait pattern with accelerometers, IEEE International Conference on Acoustics, Speech, and Signal Processing, Vol. 2, pp. 973-976, 2005.
12. T. Iso, K. Yamazaki, Gait Analyzer Based on a Cell Phone With a Single Three-axis Accelerometer, Proceedings of the 8th conference on Human-computer interaction with mobile devices and services, pp. 141-144, 2006.
13. A. Mostayed, S. Kim, M. M. G. Mazumder, Foot Step Based Person Identification Using Histogram Similarity and Wavelet Decomposition, International Conference on Information Security and Assurance, pp. 307-311, 2008.
14. H. Ying, C. Silex, A. Schnitzer, S. Leonhardt, M. Schiek, Automatic Step Detection in the Accelerometer Signal, 4th International Workshop on Wearable and Implantable Body Sensor Networks, pp. 80-85, 2007.