Unobtrusive In-Home Detection of Time Spent Out-of-Home with Applications to Loneliness and Physical Activity

IEEE Journal of Biomedical and Health Informatics

Volumn 18, Issue 5, 2014, Pages 1590-1596

  Petersen, Johanna ^a   Austin, Daniel ^a   Kaye, Jeffrey A ^b   Pavel, Misha ^a   Hayes, Tamara L ^a  

^a Oregon Health and Science University Department of Biomedical Engineering   (United States)

^b OREGON HEALTH AND SCIENCE UNIVERSITY   (United States)

Author keywords

Logistic regression; loneliness; outings; physical activity; smart homes

Indexed keywords

AUTOMATION; INTELLIGENT BUILDINGS;

ACTIVITIES OF DAILY LIVING; BEHAVIORAL PATTERNS; COGNITIVE FUNCTIONS; HEALTH CONSEQUENCES; LONELINESS; OUTINGS; PHYSICAL ACTIVITY; SMART HOMES;

LOGISTIC REGRESSION;

AGED; CASE REPORT; HUMAN; LOGISTIC REGRESSION ANALYSIS; LONELINESS; PHYSICAL ACTIVITY; CLASSIFICATION; DAILY LIFE ACTIVITY; MEDICAL INFORMATICS; PHYSIOLOGIC MONITORING; PROCEDURES; QUALITY OF LIFE; SENSITIVITY AND SPECIFICITY; STATISTICAL MODEL; TELEMEDICINE; VERY ELDERLY;

ACTIVITIES OF DAILY LIVING; AGED; AGED, 80 AND OVER; HUMANS; LOGISTIC MODELS; LONELINESS; MEDICAL INFORMATICS APPLICATIONS; MONITORING, PHYSIOLOGIC; QUALITY OF LIFE; SENSITIVITY AND SPECIFICITY; TELEMEDICINE;

EID: 84921673606     PISSN: 21682194     EISSN: 21682208     Source Type: Journal    
DOI: 10.1109/JBHI.2013.2294276     Document Type: Article

References (30)

1. L. A. Theeke, "Predictors of loneliness in U.S. adults over age sixty-five," Arch. Psychiatr. Nurs., vol. 23, pp. 387-396, 2009.
2. M. Pinquart and S. Sorensen, "Influences on loneliness in older adults: A meta-analysis," Basic Appl. Social Psychol., vol. 23, pp. 245-266, 2001.
3. Y. Luo, L. C. Hawkley, L. J. Waite, and J. T. Cacioppo, "Loneliness, health, and mortality in old age: A national longitudinal study," Soc. Sci. Med., vol. 74, pp. 907-914, 2012.
4. C. M. Perissinotto, I. C. Stijacic, and K. E. Covinsky, "Loneliness in older persons: A predictor of functional decline and death," Arch. Internal Med., vol. 172, pp. 1078-1083, 2012.
5. R. S. Tilvis, V. Laitala, P. E. Routasalo, and K. H. Pitkala, "Suffering from loneliness indicates significant mortality risk of older people," J. Aging Res., vol. 2011, pp. 1-5, 2011.
6. R. S. Wilson, K. R. Krueger, S. E. Arnold, J. A. Schneider, J. F. Kelly, L. L. Barnes, Y. Tang, and D. A. Bennett, "Loneliness and risk of Alzheimer disease," Arch. Gen. Psychiatry, vol. 64, pp. 234-240, 2007.
7. J. T. Cacioppo, L. C. Hawkley, G. G. Berntson, J. M. Ernst, A. C. Gibbs, R. Stickgold, and J. A. Hobson, "Do lonely days invade the nights? Potential social modulation of sleep efficiency," Psychol. Sci., vol. 13, pp. 384-387, 2002.
8. L. C. Hawkley, K. J. Preacher, and J. T. Cacioppo, "Loneliness impairs daytime functioning but not sleep duration," Health Psychol., vol. 29, pp. 124-129, 2010.
9. A. S. Buchman, P. A. Boyle, R. S. Wilson, B. D. James, S. E. Leurgans, S. E. Arnold, and D. A. Bennett, "Loneliness and the rate of motor decline in old age: The rush memory and aging project, a community-based cohort study," BMC Geriatr., vol. 10, pp. 77-84, 2010.
10. K. A. Faulkner, J. A. Cauley, J. M. Zmuda, J. M. Griffin, and M. C. Nevitt, "Is social integration associated with the risk of falling in older community-dwellingwomen?," J. Gerontol. A Biol. Sci. Med. Sci., vol. 58, pp. M954-M959, 2003.
11. L. C. Hawkley and J. T. Cacioppo, "Loneliness matters: A theoretical and empirical review of consequences and mechanisms," Ann. Behav. Med., vol. 40, pp. 218-227, 2010.
12. T. L. Hayes, M. Pavel, and J. Kaye, "An approach for deriving continuous health assessment indicators from in-home sensor data," in Technology and Aging, Vol. 21, Assistive Technology Research Series, A. Mihailidis, J. Boger, H. Kautz, and L. Normie, Eds. Amsterdam, The Netherlands: IOS Press, 2008, pp. 130-137.
13. G. Demiris and B. K. Hensel, "Technologies for an aging society: A systematic review of "smart home" applications," Yearbook Med. Informat., vol. 47, pp. 33-40, 2008.
14. M. Skubic, G. Alexander, M. Popescu, M. Rantz, and J. Keller, "A smart home application to eldercare: Current status and lessons learned," Technol. Health Care, vol. 17, pp. 183-201, 2009.
15. S. Park and H. Kautz, "Hierarchical recognition of activities of daily living using multi-scale, multi-perspective vision and RFID," in Proc. 4th Int. Conf. Intell. Environ., Seattle, WA, USA, 2008, pp. 1-4.
16. N. Zouba, B. Boulay, F. Bremond, and M. Thonnat, "Monitoring activities of daily living (ADLs) of elderly based on 3-D key human postures," in Proc. Int. Cognit. Vis. Workshop, Santorini, Greece, 2008, pp. 37-50.
17. R. S. Joshua, P. F. Kenneth, J. Bing, M. Alexander, P. Matthai, D. R. Adam, R. Sumit, and S.-R. Kishore, "RFID-based techniques for human-activity detection," Commun. ACM, vol. 48, pp. 39-44, 2005.
18. T. L. Hayes, S. Hagler, D. Austin, J. Kaye, and M. Pavel, "Unobtrusive assessment of walking speed in the home using inexpensive PIR sensors," presented at the 31st Annu. Int. Conf. IEEE Eng. Med. Biol. Soc., Minneapolis, MN, USA, 2009.
19. T. L. Hayes, T. Riley, M. Pavel, and J. A. Kaye, "Estimation of rest-activity patterns using motion sensors," in Proc. Annu. Int. Conf. IEEE Eng. Med. Biol. Soc., 2010, pp. 2147-2150.
20. J. Petersen, N. Larimer, J. A. Kaye, M. Pavel, and T. L. Hayes, "SVM to detect the presence of visitors in a smart home environment," in Proc. Annu. Int. Conf. IEEE Eng. Med. Biol. Soc., 2012, pp. 5850-5853.
21. T. L. Hayes, F. Abendroth, A. Adami, M. Pavel, T. A. Zitzelberger, and J. A. Kaye, "Unobtrusive assessment of activity patterns associated with mild cognitive impairment," Alzheimers Dement, vol. 4, pp. 395-405, 2008.
22. L. C. Hawkley, R. A. Thisted, and J. T. Cacioppo, "Loneliness predicts reduced physical activity: Cross-sectional & longitudinal analyses," Health Psychol., vol. 28, pp. 354-363, 2009.
23. R. Aylaz, U. Akturk, B. Erci, H. Ozturk, and H. Aslan, "Relationship between depression and loneliness in elderly and examination of influential factors," Arch. Gerontol. Geriatr., vol. 55, pp. 548-554, 2012.
24. T. Suzuki and S. Murase, "Influence of outdoor activity and indoor activity on cognition decline: Use of an infrared sensor to measure activity," Telemed J. E. Health, vol. 16, pp. 686-690, 2010.
25. J. A. Kaye, S. A. Maxwell, N. Mattek, T. L. Hayes, H. Dodge, M. Pavel, H. B. Jimison, K. Wild, L. Boise, and T. A. Zitzelberger, "Intelligent systems for assessing aging changes: Home-based, unobtrusive and continuous assessment of aging," J. Gerontol. Ser. B, Psychol. Sci. Social Sci., vol. 66B, pp. i180-i190, 2011.
26. J. S. Long, Regression Models for Categorical and Limited Dependent Variables, 1st ed. Newbury Park, CA, USA: Sage, 1997.
27. D. Russell, L. A. Peplau, and C. E. Cutrona, "The revised UCLA loneliness scale: Concurrent and discriminant validity evidence," J. Pers. Social Psychol., vol. 39, pp. 472-480, 1980.
28. D. W. Russell, "UCLA loneliness scale (version 3): Reliability, validity, and factor structure," J. Pers. Assess., vol. 66, pp. 20-40, 1996.
29. S. S. Bassuk, T. A. Glass, and L. F. Berkman, "Social disengagement and incident cognitive decline in community-dwelling elderly persons," Ann. Intern. Med., vol. 131, pp. 165-173, 1999.
30. N. Eagle, A. Pentland, and D. Lazer, "Inferring friendship network structure by using mobile phone data," in Proc. Nat. Acad. Sci., vol. 106, pp. 15274-15278, 2009.