Practical automated activity recognition using standard smartphones

2012 IEEE International Conference on Pervasive Computing and Communications Workshops, PERCOM Workshops 2012

Volumn , Issue , 2012, Pages 229-234

  Stewart, Victoria ^a   Ferguson, Stuart ^a   Peng, Jian Xun ^a   Rafferty, Karen ^a  

^a QUEEN'S UNIVERSITY BELFAST   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

ACTIVITY RECOGNITION; PHYSICAL ACTIVITY; WEIGHT MANAGEMENT;

MOBILE DEVICES;

UBIQUITOUS COMPUTING;

EID: 84861561413     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/PerComW.2012.6197485     Document Type: Conference Paper

References (20)

1. World Health Organisation, WHO, Global Recommendations on Physical Activity For Health, 2010, ISBN 9789241599979.
2. Department of Health, Physical Activity, Health Improvement and Protection, Start Active, Stay Active: A report on physical activity for health from the four home countries' Chief Medical Officers, 2011.
3. Lora E. Burke, Jing Wang, and Mary Ann Sevick, Self-Monitoring in Weight Loss: A Systematic Review of the Literature, Journal of the American Dietetic Association, Volume 111, Issue 1, January 2011, Pages 92-102.
4. Gary D Foster, Angela P Makris, and Brooke A Bailer, Behavioral Treatment of Obesity, American Journal of Clinical Nutrition, Volume 82, No. 1, 230S-235S, July 2005.
5. J. F. Hollis, C. M. Gullion, V. J. Stevens, P. J. Brantley, L. J. Appel, J. D. Ard, C. M. Champagne, A. Dalcin, T. P. Erlinger, K. Funk, D. Laferriere, Pao-Hwa Lin, C. M. Loria, C. Samuel-Hodge, W. M. Vollmer, L. P. Svetkey, for the Weight Loss Maintenance Trial Research Group Weight Loss During the Intensive Intervention Phase of the Weight-Loss Maintenance Trial, American Journal of Preventive Medicine, Volume 35, Issue 2, August 2008.
6. Jian-Xun Peng, Stuart Ferguson, Karen Rafferty, Paul D. Kelly, An Efficient Feature Selection Method For Mobile Devices With application To Activity Recognition, Neurocomputing, Volume 74, Issue 17, October 2011, Pages 3543-3552.
7. Emiliano Miluzzo, Nicholas D. Lane, Shane B.Eisenman, Andrew T. Campbell, CenceMe - Injecting Sensing Presence into Social Networking Applications, Proceedings of EuroSSC 2007, Pages 1-28.
8. T. Choudhury, S. Consolvo, B. Harrison, J. Hightower, A. LaMarca, L. LeGrand, A. Rahimi, A. Rea, G. Bordello, B. Hemingway, P. Klasnja, K. Koscher, J.A. Landay, J. Lester, D. Wyatt, D. Haehnel, The Mobile Sensing Platform: An Embedded Activity Recognition System, Pervasive Computing, Volume 7, Issue 2, April-June 2008, Pages 32-41 (Pubitemid 351575120)
9. E.M. Tapia, S.S. Intille, W. Haskell, K. Larson, J. Wright, A. King, R. Friedman, R, Real-Time Recognition of Physical Activities and Their Intensities Using Wireless Accelerometers and a Heart Rate Monitor, 11th IEEE International Symposium on Wearable Computers, October 2007, Pages 37-40.
10. M.J. Mathie, A.C.F. Coster, N.H. Lovell and B.G. Celler, Accelerometry: Providing An Integrated, Practical Method For Long-term, Ambulatory Monitoring Of Human Movement, Physiological Measurement, Volume 25, Issue 2, April 2004, R1-20.
11. K. Aminian and B. Najafi, Capturing Human Motion Using Body-fixed Sensors: Outdoor Measurement And Clinical Applications, Computer Animation And Virtual Worlds, Volume 15, 2004, Pages 79-94. (Pubitemid 41108028)
12. A. Blum, P. Langley, Selection Of Relevant Features And Examples In Machine Learning, Artificial intelligence, Volume 97, 1997, Pages 245-271. (Pubitemid 127401106)
13. A. Famili, W.M. Shen, R. Weber, E. Simoudis, Data Preprocessing And Intelligent Data Analysis, Intelligent Data Analysis, Volume 1, 1997, Pages 3-23.
14. Y. Liu, Y.F. Zheng, FS-SFS: a novel feature selection method for support vector machines, Pattern Recognition, Volume 39, Issue 7, July 2006, Pages 1333-1345.
15. I. Guyon A., Elisseeff, An Introduction To Variable And Feature Selection, Journal of Machine Learning Research, Volume 3, March 2003, Pages 1157-1182.
16. G. Nemhauser, L. Wolsey, Integer and Combinatorial Optimization, John Wiley and Sons, New York, 1988.
17. A.A. Albrecht, Stochastic Local Search For The Feature Set Problem, With Applications To Micro Array Data, Applied Mathematics and Computation, Volume 183, Issue 2, December 2006, Pages 1148-1164. (Pubitemid 46014662)
18. K. Li, J.X. Peng, Neural Input Selection - A Fast Model Based Approach, Neurocomputing Volume 70, January 2007, Pages 762-769.
19. K. Li, J.X. Peng, and E.W. Bai, A Two-stage Algorithm For Identification Of Nonlinear Dynamic Systems, Automatica, Volume 42, Issue 7, July 2006, Pages 1189-1197. (Pubitemid 43767490)
20. HaptiMap - Haptic, Audio and Visual Interfaces for Maps and Location-based Services, Large-scale integrating project, European Commission Seventh Framework Programme, http://www.haptimap.org/