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Issue No.01 - January/February (2012 vol.27)
pp: 21-31
Bappaditya Mandal , Institute for Infocomm Research, A*STAR
How-Lung Eng , Institute for Infocomm Research, A*STAR
ABSTRACT
<p>A holistic or appearance-based eigenfeature regularization methodology based on a three-parameter eigenmodel improves computer recognition of human activity.</p>
INDEX TERMS
activity recognition, linear discriminant analysis, feature extraction, subspace methods
CITATION
Bappaditya Mandal, How-Lung Eng, "Regularized Discriminant Analysis for Holistic Human Activity Recognition", IEEE Intelligent Systems, vol.27, no. 1, pp. 21-31, January/February 2012, doi:10.1109/MIS.2010.114
REFERENCES
1. C. Micheloni et al., "Introduction to Intelligent Monitoring of Complex Environments," IEEE Intelligent Systems, vol. 25, no. 3, 2010, pp. 12–14.
2. T. Moeslund, A. Hiltron, and V. Kruger, "A Survey of Advances in Vision-based Human Motion Capture and Analysis," Computer Vision and Image Understanding, vol. 104, no. 2, 2006, pp. 90–126.
3. D. Sanchez, M. Tentori, and J. Favela, "Activity Recognition for the Smart Hospital," IEEE Intelligent Systems, vol. 23, no. 2, 2008, pp. 50–57.
4. J. Albusac et al., "Monitoring Complex Environments Using a Knowledge-Driven Approach Based on Intelligent Agents," IEEE Intelligent Systems, vol. 25, no. 3, 2010, pp. 24–31.
5. A. Dore and C. Regazzoni, "Interaction Analysis with a Bayesian Trajectory Model," IEEE Intelligent Systems, vol. 25, no. 3, 2010, pp. 32–40.
6. X.D. Jiang, B. Mandal, and A. Kot, "Eigenfeature Regularization and Extraction in Face Recognition," IEEE Trans.Pattern Analysis and Machine Intelligence, vol. 30, no. 3, 2008, pp. 383–394.
7. J.H. Friedman, "Regularized Discriminant Analysis," J. Am. Statistical Assoc., vol. 84, no. 405, 1989, pp. 165–175.
8. P.N. Belhumeur, J.P. Hespanha, and D.J. Kriegman, "Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 19, no. 7, 1997, pp. 711–720.
9. N.V. Boulgouris, K. Plataniotis, and D. Hatzinakos, "Gait Recognition Using Dynamic Time Warping," Proc. 2004 IEEE Workshop on Multimedia Signal Processing, IEEE Press, 2005, pp. 263–266.
10. D. Weinland, R. Ronfard, and E. Boyer, "Free Viewpoint Action Recognition Using Motion History Volumes," Computer Vision and Image Understanding, vol. 104, no. 2, Nov 2006, pp. 249–257.
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