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Context-Based Lifelog Monitoring for Just-in-Time Wellness Intervention

  • Hafiz Syed Muhammad Bilal
  • Muhammad Asif Razzaq
  • Muhammad Bilal Amin
  • Sungyoung LeeEmail author
Conference paper
Part of the Lecture Notes in Computer Science book series (LNCS, volume 10898)

Abstract

These days adoption of healthy behavior can be quantified through Ubiquitous computing and smart gadgets. This digital technology has revolutionized the self-quantification to monitor activities for improving lifestyle. Context based lifelog monitoring is among the processes of tracking individual’s lifestyle in an effective manner. We have proposed a methodology for context-based monitoring of an individual’s prolonged sedentary physical activity and unhealthy dietary behavior in the domain of wellness and give just-in-time intervention to adapt healthy behavior. It detects multiple unhealthy activities of its users and verifies the context for intervention generation. The results depict that the average response of the context-based just-in-time interventions is about 75%.

Keywords

Lifelog Context-based Just-in-time Unhealthy behavior Wellness services Sedentary lifestyle Unbalanced diet 

Notes

Acknowledgments

This work was supported by Institute for Information & communications Technology Promotion (IITP) grant funded by the Korea government (MSIT) (No. 2017-0-00655) and and by the Korea Research Fellowship Program through the National Research Foundation of Korea (NRF) funded by the Ministry of Science and ICT (NRF-2016H1D3A1938039).

References

  1. 1.
    Ali, R., Afzal, M., Hussain, M., Ali, M., Siddiqi, M.H., Lee, S., Kang, B.H.: Multimodal hybrid reasoning methodology for personalized wellbeing services. Comput. Biol. Med. 69, 10–28 (2016)CrossRefGoogle Scholar
  2. 2.
    Banos, O., Amin, M.B., Khan, W.A., Afzal, M., Hussain, M., Kang, B.H., Lee, S.: The mining minds digital health and wellness framework. Biomed. Eng. Online 1, 76 (2016)CrossRefGoogle Scholar
  3. 3.
    Ardell, Donald B.: High Level Wellness, An Alternative to Doctors, Drugs, and Disease. Bantam Books, New York (1979)Google Scholar
  4. 4.
    Amin, M.B., Banos, O., Khan, W.A., Muhammad Bilal, H.S., Gong, J., Bui, D.M., Chung, T.C.: On curating multimodal sensory data for health and wellness platforms. Sensors 16(7), 980 (2016)CrossRefGoogle Scholar
  5. 5.
    Banos, O., Amin, M.B., Ali Khan, W., Ali, T., Afzal, M., Kang, B.H., Lee, S.: Mining minds: an innovative framework for personalized health and wellness support. In: 2015 9th International Conference on Pervasive Computing Technologies for Healthcare (Pervasive Health), pp. 1–8. IEEE, May 2015Google Scholar
  6. 6.
    Ahmad, M., Amin, M.B., Hussain, S., Kang, B.H., Cheong, T., Lee, S.: Health fog: a novel framework for health and wellness applications. J Supercomput. 72, 1–19 (2016)CrossRefGoogle Scholar
  7. 7.
    Kvaavik, E., et al.: Influence of individual and combined health behaviors on total and cause-specific mortality in men and women: the United Kingdom health and lifestyle survey. Archiv. Intern. Med. 170(8), 711–718 (2010)CrossRefGoogle Scholar
  8. 8.
    Petersen, K.E.N., et al.: The combined impact of adherence to five lifestyle factors on all-cause, cancer and cardiovascular mortality: a prospective cohort study among Danish men and women. Br. J. Nutr. 113(05), 849–858 (2015)CrossRefGoogle Scholar
  9. 9.
    Katz, D.L., Meller, S.: Can we say what diet is best for health? Ann. Rev. Pub. Health 35, 83–103 (2014)CrossRefGoogle Scholar
  10. 10.
    Azumio: Argus quantify your day-to-day (2015). http://www.azumio.com/s/argus/index.html
  11. 11.
    Thorp, A.A., Owen, N., Neuhaus, M., Dunstan, D.W.: Sedentary behaviors and subsequent health outcomes in adults: a systematic review of longitudinal studies, 1996–2011. Am. J. Prev. Med. 41(2), 207–215 (2011)CrossRefGoogle Scholar
  12. 12.
    Millennium Ecosystem Assessment: Ecosystems and Human Wellbeing: A Framework for Assessment. Island Press, Washington, DC (2003)Google Scholar
  13. 13.
    Khan, W.A., Amin, M.B., Banos, O., Ali, T., Hussain, M., Afzal, M., Hussain, S., Hussain, J., Ali, R., Ali, M., Kang, D.: Mining Minds: Journey of Evolutionary Platform for Ubiquitous WellnessGoogle Scholar
  14. 14.
    Sweeney, T.J., Witmer, J.M.: Beyond social interest: striving toward optimum health and wellness. Individ. Psychol. 47, 527–540 (1991)Google Scholar
  15. 15.
    Witmer, J.M., Sweeney, T.J.: A holistic model for wellness and prevention over the lifespan. J. Couns. Develop. 71, 140–148 (1992)CrossRefGoogle Scholar
  16. 16.
    CSEP: Canadian Physical Activity guidelines (2017). http://csep.ca/CMFiles/Guidelines/CSEP_PAGuidelines_adults_en.pdf
  17. 17.
    USDA Food Composition Database. https://ndb.nal.usda.gov/ndb/
  18. 18.

Copyright information

© Springer International Publishing AG, part of Springer Nature 2018

Authors and Affiliations

  • Hafiz Syed Muhammad Bilal
    • 1
    • 2
  • Muhammad Asif Razzaq
    • 1
  • Muhammad Bilal Amin
    • 1
  • Sungyoung Lee
    • 1
    Email author
  1. 1.Department of Computer EngineeringKyung Hee UniversityYongin-siKorea
  2. 2.National University of Sciences and TechnologyIslamabadPakistan

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