Literature DB >> 16617621

A planning system based on Markov decision processes to guide people with dementia through activities of daily living.

Jennifer Boger1, Jesse Hoey, Pascal Poupart, Craig Boutilier, Geoff Fernie, Alex Mihailidis.   

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.

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Year:  2006        PMID: 16617621     DOI: 10.1109/titb.2006.864480

Source DB:  PubMed          Journal:  IEEE Trans Inf Technol Biomed        ISSN: 1089-7771


  8 in total

1.  One-Class Classification-Based Real-Time Activity Error Detection in Smart Homes.

Authors:  Barnan Das; Diane J Cook; Narayanan C Krishnan; Maureen Schmitter-Edgecombe
Journal:  IEEE J Sel Top Signal Process       Date:  2016-02-29       Impact factor: 6.856

2.  Prototype Development of a Responsive Emotive Sensing System (DRESS) to aid older persons with dementia to dress independently.

Authors:  Diane Feeney Mahoney; Winslow Burleson; Cecil Lozano; Vijay Ravishankar; Edward Leo Mahoney
Journal:  Gerontechnology       Date:  2015

Review 3.  Application of cognitive rehabilitation theory to the development of smart prompting technologies.

Authors:  Adriana M Seelye; Maureen Schmitter-Edgecombe; Barnan Das; Diane J Cook
Journal:  IEEE Rev Biomed Eng       Date:  2012

4.  Strategies to Improve Activity Recognition Based on Skeletal Tracking: Applying Restrictions Regarding Body Parts and Similarity Boundaries.

Authors:  Carlos Gutiérrez-López-Franca; Ramón Hervás; Esperanza Johnson
Journal:  Sensors (Basel)       Date:  2018-05-22       Impact factor: 3.576

5.  Learning Activity Predictors from Sensor Data: Algorithms, Evaluation, and Applications.

Authors:  Bryan Minor; Janardhan Rao Doppa; Diane J Cook
Journal:  IEEE Trans Knowl Data Eng       Date:  2017-09-11       Impact factor: 6.977

6.  The COACH prompting system to assist older adults with dementia through handwashing: an efficacy study.

Authors:  Alex Mihailidis; Jennifer N Boger; Tammy Craig; Jesse Hoey
Journal:  BMC Geriatr       Date:  2008-11-07       Impact factor: 3.921

7.  The potential impact of intelligent systems for mobile health self-management support: Monte Carlo simulations of text message support for medication adherence.

Authors:  John D Piette; Karen B Farris; Sean Newman; Larry An; Jeremy Sussman; Satinder Singh
Journal:  Ann Behav Med       Date:  2015-02

8.  Examining the impact of familiarity on faucet usability for older adults with dementia.

Authors:  Jennifer Boger; Tammy Craig; Alex Mihailidis
Journal:  BMC Geriatr       Date:  2013-06-20       Impact factor: 3.921

  8 in total

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