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2015 | OriginalPaper | Chapter

Adaptive Reminders in an Ambient Assisted Living Environment

Authors : Riccardo De Benedictis, Amedeo Cesta, Luca Coraci, Gabriella Cortellessa, Andrea Orlandini

Published in: Ambient Assisted Living

Publisher: Springer International Publishing

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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.

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Footnotes
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.
 
Literature
1.
go back to reference 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) 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)
2.
go back to reference 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) 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)
3.
go back to reference 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)CrossRef 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)CrossRef
4.
go back to reference 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., 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)
5.
go back to reference 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) 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)
6.
go back to reference Conley, K., Carpenter, J.: Towel: towards an intelligent To-Do List. In: AAAI Spring Symposium: Interaction Challenges for Intelligent Assistants, pp. 26–32 (2007) Conley, K., Carpenter, J.: Towel: towards an intelligent To-Do List. In: AAAI Spring Symposium: Interaction Challenges for Intelligent Assistants, pp. 26–32 (2007)
7.
go back to reference 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) 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)
8.
go back to reference 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) 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)
9.
go back to reference 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) 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)
10.
go back to reference 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)CrossRef 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)CrossRef
11.
go back to reference 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) 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)
12.
go back to reference 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)CrossRef 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)CrossRef
13.
go back to reference 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)CrossRef 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)CrossRef
14.
go back to reference Kaushik, P., Intille, S.S., Larson, K.: User-adaptive reminders for home-based medical tasks. Methods Inf. Med. 47, 203–207 (2008) Kaushik, P., Intille, S.S., Larson, K.: User-adaptive reminders for home-based medical tasks. Methods Inf. Med. 47, 203–207 (2008)
15.
go back to reference 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) 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)
16.
go back to reference 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., 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
17.
go back to reference 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 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
18.
go back to reference 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) 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)
19.
go back to reference 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)CrossRef 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)CrossRef
Metadata
Title
Adaptive Reminders in an Ambient Assisted Living Environment
Authors
Riccardo De Benedictis
Amedeo Cesta
Luca Coraci
Gabriella Cortellessa
Andrea Orlandini
Copyright Year
2015
DOI
https://doi.org/10.1007/978-3-319-18374-9_21