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Cognitive Inference Device for Activity Supervision in the Elderly

Human activity, life span, and quality of life are enhanced by innovations in science and technology. Aging individual needs to take advantage of these developments to lead a self-regulated life. However, maintaining a self-regulated life at old age involves a high degree of risk, and the elderly of...

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Detalles Bibliográficos
Autores principales: Mishra, Nilamadhab, Lin, Chung-Chih, Chang, Hsien-Tsung
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4227327/
https://www.ncbi.nlm.nih.gov/pubmed/25405211
http://dx.doi.org/10.1155/2014/125618
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author Mishra, Nilamadhab
Lin, Chung-Chih
Chang, Hsien-Tsung
author_facet Mishra, Nilamadhab
Lin, Chung-Chih
Chang, Hsien-Tsung
author_sort Mishra, Nilamadhab
collection PubMed
description Human activity, life span, and quality of life are enhanced by innovations in science and technology. Aging individual needs to take advantage of these developments to lead a self-regulated life. However, maintaining a self-regulated life at old age involves a high degree of risk, and the elderly often fail at this goal. Thus, the objective of our study is to investigate the feasibility of implementing a cognitive inference device (CI-device) for effective activity supervision in the elderly. To frame the CI-device, we propose a device design framework along with an inference algorithm and implement the designs through an artificial neural model with different configurations, mapping the CI-device's functions to minimise the device's prediction error. An analysis and discussion are then provided to validate the feasibility of CI-device implementation for activity supervision in the elderly.
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spelling pubmed-42273272014-11-17 Cognitive Inference Device for Activity Supervision in the Elderly Mishra, Nilamadhab Lin, Chung-Chih Chang, Hsien-Tsung ScientificWorldJournal Research Article Human activity, life span, and quality of life are enhanced by innovations in science and technology. Aging individual needs to take advantage of these developments to lead a self-regulated life. However, maintaining a self-regulated life at old age involves a high degree of risk, and the elderly often fail at this goal. Thus, the objective of our study is to investigate the feasibility of implementing a cognitive inference device (CI-device) for effective activity supervision in the elderly. To frame the CI-device, we propose a device design framework along with an inference algorithm and implement the designs through an artificial neural model with different configurations, mapping the CI-device's functions to minimise the device's prediction error. An analysis and discussion are then provided to validate the feasibility of CI-device implementation for activity supervision in the elderly. Hindawi Publishing Corporation 2014 2014-10-27 /pmc/articles/PMC4227327/ /pubmed/25405211 http://dx.doi.org/10.1155/2014/125618 Text en Copyright © 2014 Nilamadhab Mishra et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Mishra, Nilamadhab
Lin, Chung-Chih
Chang, Hsien-Tsung
Cognitive Inference Device for Activity Supervision in the Elderly
title Cognitive Inference Device for Activity Supervision in the Elderly
title_full Cognitive Inference Device for Activity Supervision in the Elderly
title_fullStr Cognitive Inference Device for Activity Supervision in the Elderly
title_full_unstemmed Cognitive Inference Device for Activity Supervision in the Elderly
title_short Cognitive Inference Device for Activity Supervision in the Elderly
title_sort cognitive inference device for activity supervision in the elderly
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4227327/
https://www.ncbi.nlm.nih.gov/pubmed/25405211
http://dx.doi.org/10.1155/2014/125618
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