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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2014
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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. |
format | Online Article Text |
id | pubmed-4227327 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
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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