DocumentCode :
889500
Title :
A planning system based on Markov decision processes to guide people with dementia through activities of daily living
Author :
Boger, Jennifer ; Hoey, Jesse ; Poupart, Pascal ; Boutilier, Craig ; Fernie, Geoff ; Mihailidis, Alex
Author_Institution :
Dept. of Occupational Sci. & Occupational Therapy, Univ. of Toronto, Ont.
Volume :
10
Issue :
2
fYear :
2006
fDate :
4/1/2006 12:00:00 AM
Firstpage :
323
Lastpage :
333
Abstract :
Older adults with dementia often cannot remember how to complete activities of daily living and require a caregiver to aid them through the steps involved. The use of a computerized guidance system could potentially reduce the reliance on a caregiver. This paper examines the design and preliminary evaluation of a planning system that uses Markov decision processes (MDPs) to determine when and how to provide prompts to a user with dementia for guidance through the activity of handwashing. Results from the study suggest that MDPs can be applied effectively to this type of guidance problem. Considerations for the development of future guidance systems are presented
Keywords :
Markov processes; decision making; diseases; geriatrics; health care; medical computing; patient monitoring; MDP; Markov decision process; autonomous guidance; computerized guidance system; daily living activities; dementia; handwashing; older adults; planning system; Computer science; Dementia; Information technology; Intelligent robots; Intelligent systems; Iris; Laboratories; Process planning; Technology planning; Uncertainty; Activities of daily living (ADLs); Markov decision process (MDP); autonomous guidance; dementia;
fLanguage :
English
Journal_Title :
Information Technology in Biomedicine, IEEE Transactions on
Publisher :
ieee
ISSN :
1089-7771
Type :
jour
DOI :
10.1109/TITB.2006.864480
Filename :
1613958
Link To Document :
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