A Planning System Based on Markov Decision Processes to Guide People with Dementia Through Activities of Daily Living

Title A Planning System Based on Markov Decision Processes to Guide People with Dementia Through Activities of Daily Living
Author
Keywords
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.

Year of Publication
2006
Journal
IEEE Transactions on Information Technology in Biomedicine
Volume
10
Start Page
323
Date Published
04/2006
ISSN Number
1558-0032
URL
https://ieeexplore.ieee.org/document/1613958/
DOI
https://doi.org/10.1109/TITB.2006.864480
Download citation