ABSTRACT
Recent advances in small inexpensive sensors, low-power processing, and activity modeling have enabled applications that use on-body sensing and machine learning to infer people's activities throughout everyday life. To address the growing rate of sedentary lifestyles, we have developed a system, UbiFit Garden, which uses these technologies and a personal, mobile display to encourage physical activity. We conducted a 3-week field trial in which 12 participants used the system and report findings focusing on their experiences with the sensing and activity inference. We discuss key implications for systems that use on-body sensing and activity inference to encourage physical activity.
- Anderson, L.H. et al., "Health Care Changes Associated with Physical Inactivity, Overweight, and Obesity," Preventing Chronic Disease, 2(4), (Oct 2005).Google Scholar
- Bao, L. & Intille, S.S., "Activity Recognition from User-Annotated Acceleration Data," Proceedings of Pervasive '04, (May 2004), 1--17.Google Scholar
- Bickmore, T.W., Caruso, L., & Clough-Gorr, K., "Acceptance and Usability of a Relational Agent Interface by Urban Older Adults," In CHI '05 Extended Abstracts, (Apr 2005), 1212--5. Google ScholarDigital Library
- Choudhury, T., et al., "The Mobile Sensing Platform: An Embedded System for Capturing and Recognizing Human Activities," To appear in IEEE Pervasive Computing: Special Issue on Activity-Based Computing (Apr-Jun 2008).Google Scholar
- Consolvo, S., Everitt, K., Smith, I., Landay, J.A. "Design Requirements for Technologies that Encourage Physical Activity," Proceedings of CHI '06, (2006), 457--66. Google ScholarDigital Library
- DeJong, G., Sheppard, L., Lieber, M., & Chenoweth, D., "The Economic Cost of Physical Inactivity in Michigan," Michigan Fitness Foundation, (2003).Google Scholar
- Fogg, B.J. Persuasive Technology: Using Computers to Change What We Think and Do, San Francisco, CA, USA: Morgan Kaufmann Publishers, (2003). Google ScholarCross Ref
- Froehlich, J., et al., "MyExperience: A System for In Situ Tracing and Capturing of User Feedback on Mobile Phones," Proceedings of MobiSys '07, (Jun 2007), pp.57--70. Google ScholarDigital Library
- Lester, J. Choudhury, T., & Borriello, G., "A Practical Approach to Recognizing Physical Activities," Proceedings of Pervasive '06, (2006), 1--16. Google ScholarDigital Library
- Lin, J.J., et al. "Fish'n'Steps: Encouraging Physical Activity with an Interactive Computer Game," Proceedings of UbiComp '06, (Sep 2006), 261--78. Google ScholarDigital Library
- Logan, B., et al., "A Long-Term Evaluation of Sensing Modalities for Activity Recognition," Proceedings of UbiComp '07, Innsbruck, Austria (Sep 2007). Google ScholarDigital Library
- Maitland, J., et al., "Increasing the Awareness of Daily Activity Levels with Pervasive Computing," Proceedings of Pervasive Health '06, (Nov/Dec 2006).Google Scholar
- Mokka, S., Väätänen, A., Heinilä, J., & Väälkkynen, P., "Fitness Computer Game with a Bodily User Interface," Proceedings of ICEC '03, Pittsburgh, PA, (May 2003), pp. 1--3. Google ScholarDigital Library
- Mueller, F., Agamanolis, S., & Picard, R, "Exertion Interfaces: Sports Over a Distance for Social Bonding and Fun," Proceedings of CHI '03, (Apr 2003), pp.561--8. Google ScholarDigital Library
- Mueller, F., O'Brien, S., & Thorogood, A., "Jogging Over a Distance," CHI '07 Extended Abstracts (Apr 2007), 1989--94.Google Scholar
- Nat'l Center for Health Stats, "Health, United States, 2005 with Chartbook on Trends in the Health of Americans," Hyattsville, MD, USA, (2005).Google Scholar
- Oliver, N. & Flores-Mangas, F., "MPTrain: A Mobile, Music and Physiology-Based Personal Trainer," In Proceedings of MobileHCI '06, (Sep 2006). Google ScholarDigital Library
- Pentney, W., et al., "Sensor-Based Understanding of Daily Life via Large-Scale Use of Common Sense," Proceedings of AAAI '06, Boston, MA, USA (Jul 2006). Google ScholarDigital Library
- Prochaska, J.O., DiClemente, C.C., Norcross, J.C. "In Search of How People Change: Applications to Addictive Behaviors," American Psychologist, 47(9), (Sep 1992), 1102--14.Google ScholarCross Ref
- Sohn, T., et al., "Mobility Detection Using Everyday GSM Traces," In Proceedings of UbiComp '06, (2006), 212--24. Google ScholarDigital Library
- Toscos, T., Faber, A., An, S., & Gandhi, M.P. "Chick Clique: Persuasive Technology to Motivate Teenage Girls to Exercise." In CHI '06 Extended Abstracts (2006), 1873--8. Google ScholarDigital Library
- Whaley, M.H., Brubaker, P.H., & Otto, R.M. (Eds). "General Principles of Exercise Prescription," ACSM's Guidelines for Exercise Testing and Prescription, 7th Ed, Baltimore, MD: Lippincott Williams & Wilkins, (2006).Google Scholar
Index Terms
- Activity sensing in the wild: a field trial of ubifit garden
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