Abstract
The GiraffPlus home environment represents a complete AAL system that gathers environmental and physiological measures from distributed sensors for continuous monitoring of an older person. A key point of innovation in the project is the synthesis of reasoning services on the gathered data. Among those services the personalisation of feedback messages to users according to both individual’s needs and continuous data analysis represents an open challenge. This paper paves the way with respect to this challenge by presenting a user-adaptive reminding services endowed with the ability to trigger heterogeneous messages over time. The messages can simply remind to take a medication, can warn that a physiological value is deteriorating, or even offer regular suggestions on “good quality of life behaviour” triggered by some observation on individual users data.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Notes
- 1.
- 2.
Simple probabilistic classifier based on applying Bayes' theorem with strong (naive) independence assumptions.
- 3.
An instance of training data, corresponding to the “risk” state of Fig. 2, is 〈85, “Hypertension”, “Diuretics”, “14:30”, 190, 110, 80, “risk”〉. A similar instance would produce an alarm for the caregiver.
References
Armstrong, A.W., Watson, A.J., Makredes, M., Frangos, J.E., Kimball, A.B., Kvedar, J.C.: Text-message reminders to improve sunscreen use: a randomized, controlled trial using electronic monitoring. Arch. Dermatol. 145, 1230–1236 (2009)
Boger, J., Poupart, P., Hoey, J., Boutilier, C., Fernie, G., Mihailidis, A.: A decision-theoretic approach to task assistance for persons with dementia. In: Kaelbling, L.P., Saffiotti, A. (eds.) IJCAI, pp. 1293–1299. Professional Book Center (2005)
Boise, L., Wild, K., Mattek, N., Ruhl, M., Dodge, H.H., Kaye, J.: Willingness of older adults to share data and privacy concerns after exposure to unobtrusive in-home monitoring. Gerontechnology 11(3), 428–435 (2013)
Cesta, A., Coraci, L., Cortellessa, G., De Benedictis, R., Orlandini, A., Palumbo, F., Stimec, A.: Steps toward end-to-end personalized AAL services. In: Botía, Juan A., Charitos, Dimitris (eds) Intelligent Environments (Workshops), pp. 78–89. IOS Press, New York (2013)
Cesta, A., Coradeschi, S., Cortellessa, C., Gonzalez, J., Tiberio, L., Von Rump, S.: Enabling social interaction through embodiment in ExCITE. In: Second Italian forum on Ambient Assisted Living, Trento, Italy, (2010)
Conley, K., Carpenter, J.: Towel: towards an intelligent To-Do List. In: AAAI Spring Symposium: Interaction Challenges for Intelligent Assistants, pp. 26–32 (2007)
Coradeschi, S., Cesta, A., Cortellessa, G., Coraci, L., Gonzalez, J., Karlsson, L., Furfari, F., Loutfi, A., Orlandini, A., Palumbo, F., Pecora, F., von Rump, S., Stimec, A., Ullberg, J., Ostlund, B.: GiraffPlus: combining social interaction and long term monitoring for promoting independent living. In: HSI: 6th International Conference on Human System Interaction (2013)
Cortellessa, G., D’Amico, R., Pagani, M., Tiberio, L., De Benedictis, R., Bernardi, G., Cesta, A.: Modeling users of crisis training environments by integrating psychological and physiological data. In: Proceedings of IEA/AIE, LNAI, pp. 79–88 (2011)
Courtney, K.L., Demiris, G., Rantz, M., Skubic, M.: Needing smart home technologies: the perspectives of older adults in continuing care retirement communities. Inf. Primary Care 16(3), 195–201 (2008)
Dey, A.K., Abowd, G.D.: CybreMinder: a context-aware system for supporting reminders. In: Thomas, P., Gellersen, H.-W. (eds.) Handheld and Ubiquitous Computing, vol. 1927, pp. 172–186. Springer, Berlin (2000)
Geraghty, M., Glynn, F., Amin, M., Kinsella, J.: Patient mobile telephone ‘text’ reminder: a novel way to reduce non-attendance at the ent out-patient clinic. J. Laryngol. Otol. 122, 296–298, 3, (2008)
Hayes, T.L., Cobbinah, K., Dishongh, T., Kaye, J.A., Kimel, J., Labhard, M., Leen, T., Lundell, J., Ozertem, U., Pavel, M., Philipose, M., Rhodes, K., Vurgun, S.: A study of medication-taking and unobtrusive. Intelligent reminding. Telemedicine e-Health 8, 770–776 (2009)
Hussein, W.I., Hasan, K., Jaradat, A.A.: Effectiveness of mobile phone short message service on diabetes mellitus management; the sms-dm study. Diab. Res. Clin. Pract. 94(1), e24–e26 (2011)
Kaushik, P., Intille, S.S., Larson, K.: User-adaptive reminders for home-based medical tasks. Methods Inf. Med. 47, 203–207 (2008)
Lundell, J., Hayes, T.L., Vurgun, S., Ozertem, U., Kimel, J., Kaye, J., Guilak, F., Pavel, M.: Continuous activity monitoring and intelligent contextual prompting to improve medication adherence. In: Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society, pp. 6287–6290 (2007)
Myers, K., Berry, P., Blythe, J., Conley, K., Gervasio, M., McGuinness, D., Morley, D., Pfeffer, A., Pollack, M., Tambe, M.: An intelligent personal assistant for task and time management. AI Mag. 28(2), 47–61 (2007). Summer
Myers, K.L., Yorke-Smith, N.: Proactive behavior of a personal assistive agent. In: Proceedings of the AAMAS Workshop on Metareasoning in Agent-Based Systems, pp. 31–45, Honolulu, HI, May 2007
Pavel, M., Jimison, H., Hayes, T., Larimer, N., Hagler, S., Vimegnon, Y., Leen, T., Ozertem, U.: Optimizing medication reminders using a decision-theoretic framework. Stud. Health Technol. Inf. 160, 791–795 (2010)
Pollack, M.E., Brown, L., Colbry, D., McCarthy, C.E., Orosz, C., Peintner, B., Ramakrishnan, S., Tsamardinos, I.: Autominder: an intelligent cognitive orthotic system for people with memory impairment. Rob. Auton. Syst. 44, 273–282 (2003)
Acknowledgments
Authors are partially funded by the European Community under the GiraffPlus project (contract #288173. FP7 - ICT).
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2015 Springer International Publishing Switzerland
About this chapter
Cite this chapter
De Benedictis, R., Cesta, A., Coraci, L., Cortellessa, G., Orlandini, A. (2015). Adaptive Reminders in an Ambient Assisted Living Environment. In: Andò, B., Siciliano, P., Marletta, V., Monteriù, A. (eds) Ambient Assisted Living. Biosystems & Biorobotics, vol 11. Springer, Cham. https://doi.org/10.1007/978-3-319-18374-9_21
Download citation
DOI: https://doi.org/10.1007/978-3-319-18374-9_21
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-18373-2
Online ISBN: 978-3-319-18374-9
eBook Packages: EngineeringEngineering (R0)