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Issue No.01 - January-March (2010 vol.9)
pp: 48-53
Eunju Kim , University of Florida
Sumi Helal , University of Florida
Diane Cook , Washington State University
Activity recognition and activity pattern discovery hold significant promise to enabling many applications in the domain of human behavior monitoring, understanding and alteration. However, concurrent, interleaved and highly similar activities challenge the utility of existing approaches. In this installment of the Standards and Emerging Technologies column we survey the state of the art and point to crucial limitations worthy of additional research and investigations.
activity modeling, activity recognition, pattern discovery, pervasive computing
Eunju Kim, Sumi Helal, Diane Cook, "Human Activity Recognition and Pattern Discovery", IEEE Pervasive Computing, vol.9, no. 1, pp. 48-53, January-March 2010, doi:10.1109/MPRV.2010.7
1. T. Gu et al., "epSICAR: An Emerging Patterns Based Approach to Sequential, Interleaved and Concurrent Activity Recognition," Proc. IEEE 7th Ann. Int'l Conf. Pervasive Computing and Comm. (PerCom 09), IEEE CS Press, 2009, pp. 1–9.
2. C. Sutton and A. McCallum, "An Introduction to Conditional Random Fields for Relational Learning," L. Getoor, and B. Taskar eds., Introduction to Statistical Relational Learning, MIT Press, 2006.
3. E. Munguia-Tapia, S.S. Intille, and K. Larson, "Activity Recognition in the Home Using Simple and Ubiquitous Sensors," Proc. 2nd Int'l Conf. Pervasive Computing (Pervasive 04), Springer, 2004, pp. 158–175.
4. U. Maurer et al., "Activity Recognition and Monitoring Using Multiple Sensors on Different Body Positions," Proc. Int'l Workshop on Wearable and Implantable Body Sensor Networks, IEEE CS Press, 2006, pp. 99–102.
5. T. Huynh, M. Fritz, and B. Schiele, "Discovery of Activity Patterns Using Topic Models," Proc. 10th Int'l Conf. Ubiquitous Computing, ACM Press, 2008, pp. 10–19.
6. A. Ogale, A. Karapurkar, and Y. Aloimonos, "View-Invariant Modeling and Recognition of Human Actions Using Grammars," Proc. Int'l Workshop Dynamical Vision, Springer, 2005, pp. 115–126.
7. S. Intille, "The NSF CRI:CRD Development of Longitudinal Home Activity Datasets as a Shared Resource," 2008;
8. A. Helal and S. Houssein, "The Sensory Dataset Description Language" project, 2009;
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