Journal of Engineering and Applied Sciences

Year: 2017
Volume: 12
Issue: 3
Page No. 520 - 526

Action Classification on the Berkeley Multimodal Human Action Dataset (MHAD)

Authors : Hu Ng, Timothy Tzen Vun Yap, Hau Lee Tong, Chiung Ching Ho, Lay Kun Tan, Wan Xin Eng, Seng Kuan Yap and Jia Hao Soh

References

Aggrawal, J.K. and S. Park, 2004. Human motion: Modeling and recognition of actions and interactions. Proceedings of the International Symposium on 3D Data Processing, Visualization and Transmission, Sept. 6-9, IEEE Computer Society, Washington DC., USA., pp: 640-647.

Altman, N.S., 1992. An introduction to kernel and nearest-neighbor nonparametric regression. Am. Statistician, 46: 175-185.
CrossRef  |  Direct Link  |  

Arora, S., V. Venkataraman, A. Zhan, S. Donohue and K.M. Biglan et al., 2015. Detecting and monitoring the symptoms of Parkinsons disease using smartphones: A pilot study. Parkinsonism Relat. Disord., 21: 650-653.
Direct Link  |  

Beltran, J.F., X. Liu, N. Mohanchandra and G.T. Toussaint, 2015. Measuring musical rhythm similarity: Statistical features versus transformation methods. Intl. J. Pattern Recognit. Artif. Intell., 29: 1-23.
Direct Link  |  

Bobick, A.F. and J.W. Davis, 2001. The recognition of human movement using temporal templates. IEEE Trans. Pattern Anal. Mach. Intel., 23: 257-267.
CrossRef  |  Direct Link  |  

Breiman, L., 2001. Random forests. Mach. Learn., 45: 5-32.
CrossRef  |  Direct Link  |  

Byun, H. and S.W. Lee, 2003. A survey on pattern recognition applications of support vector machines. Intl. J. Pattern Recognit. Artif. Intell., 17: 459-486.
Direct Link  |  

Chen, L., J. Hoey, C.D. Nugent, D.J. Cook and Z. Yu, 2012. Sensor-based activity recognition. IEEE Trans. Syst. Man Cybernet. Part C: Applic. Rev., 42: 790-808.
CrossRef  |  

Cortes, C. and V. Vapnik, 1995. Support-vector networks. Mach. Learn., 20: 273-297.
CrossRef  |  Direct Link  |  

Hall, M.A. and G. Holmes, 2003. Benchmarking attribute selection techniques for discrete class data mining. IEEE Trans. Knowledge Data Eng., 15: 1437-1447.
CrossRef  |  Direct Link  |  

Hedar, A.R., J. Wang and M. Fukushima, 2006. Tabu search for attribute reduction in rough set theory. Soft Comp. A Fusion Found. Methodol. Appl., 12: 909-918.
CrossRef  |  

Ho, C.C., H. Ng, W.H. Tan, K.W. Ng and H.L. Tong et al., 2013. MMU GASPFA: A cots multimodal biometric database. Pattern Recognit. Lett., 34: 2043-2050.
Direct Link  |  

Ho, C.C., M.A. Hussin and H. Ng, 2015. Match score fusion of fingerprint and face biometrics for verification. J. Technol., 77: 93-102.

Huynh, T. and B. Schiele, 2005. Analyzing features for activity recognition. Proceedings of the 2005 Joint Conference on Smart Objects and Ambient Intelligence Innovative Context-Aware Services Usages and Technologies, October 12-14, 2005, ACM, ISBN:1-59593-304-2, pp: 159-163.

Jegadeeshwaran, R. and V. Sugumaran, 2015. Fault diagnosis of automobile hydraulic brake system using statistical features and support vector machines. Mech. Syst. Signal Process., 52: 436-446.
Direct Link  |  

Lan, T., Y. Wang, W. Yang and G. Mori, 2010. Beyond actions: Discriminative models for contextual group activities. Adv. Neural Inf. Process. Syst., 1: 1216-1224.

Lim, C.M., H. Ng, T.T.V. Yap and C.C. Ho, 2015. Gait analysis and classification on subjects with parkinsons disease. J. Technol., 77: 1-6.

Lukowicz, P., J.A. Ward, H. Junker, M. Stager and G. Troster et al., 2004. Recognizing workshop activity using body worn microphones and accelerometers. Proceedings of the International Conference on Pervasive Computing, April 21-23, 2004, Springer, Berlin, Germany, ISBN:978-3-540-21835-7, pp: 18-32.

Mantyjarvi, J., J. Himberg and T. Seppanen, 2001. Recognizing human motion with multiple acceleration sensors. Proceedings of the 2001 IEEE International Conference on Systems Man and Cybernetics, October 7-10, 2001, IEEE, Finland, Europe, ISBN:0-7803-7087-2, pp: 747-752.

Moraglio, A., C.D. Chio, J. Togelius and R. Poli, 2008. Geometric particle swarm optimization. J. Artif. Evol. Appl., 2008: 1-14.
CrossRef  |  Direct Link  |  

Najafi, B., K. Aminian, I.A. Paraschi, F. Loew and C.J. Bula et al., 2003. Ambulatory system for human motion analysis using a kinematic sensor: Monitoring of daily physical activity in the elderly. IEEE. Trans. Biomed. Eng., 50: 711-723.
CrossRef  |  PubMed  |  Direct Link  |  

Ofli, F., R. Chaudhry, G. Kurillo, R. Vidal and R. Bajcsy, 2013. Berkeley MHAD: A comprehensive multimodal human action database. Proceedings of the 2013 IEEE Workshop on Applications of Computer Vision (WACV), January 15-17, 2013, IEEE, Berkeley, California, ISBN:978-1-4673-5053-2, pp: 53-60.

Peng, H., F. Long and C. Ding, 2005. Feature selection based on mutual information criteria of max-dependency, max-relevance and min-redundancy. IEEE Trans. Pattern Anal. Mach. Intell., 27: 1226-1238.
CrossRef  |  Direct Link  |  

Shi, H., 2007. Best-first decision tree learning. Ph.D Thesis, University of Waikato, Hamilton, New Zealand.

Suykens, J.A., D.J. Brabanter, L. Lukas and J. Vandewalle, 2002. Weighted least squares support vector machines: Robustness and sparse approximation. Neurocomputing, 48: 85-105.
Direct Link  |  

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