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An Adaptive System for Home Monitoring Using a Multiagent Classification of Patterns
This research takes place in the S(MA)(2)D project which proposes software architecture to monitor elderly people in their own homes. We want to build patterns dynamically from data about activity, movements, and physiological information of the monitored people. To achieve that, we propose a multia...
Autores principales: | , , , |
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Formato: | Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2008
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2323446/ https://www.ncbi.nlm.nih.gov/pubmed/18437224 http://dx.doi.org/10.1155/2008/136054 |
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author | Rammal, Ali Trouilhet, Sylvie Singer, Nicolas Pécatte, Jean-Marie |
author_facet | Rammal, Ali Trouilhet, Sylvie Singer, Nicolas Pécatte, Jean-Marie |
author_sort | Rammal, Ali |
collection | PubMed |
description | This research takes place in the S(MA)(2)D project which proposes software architecture to monitor elderly people in their own homes. We want to build patterns dynamically from data about activity, movements, and physiological information of the monitored people. To achieve that, we propose a multiagent method of classification: every agent has a simple know-how of classification. Data generated at this local level are communicated and adjusted between agents to obtain a set of patterns. The patterns are used at a personal level, for example to raise an alert, but also to evaluate global risks (epidemic, heat wave). These data are dynamic; the system has to maintain the built patterns and has to create new patterns. So, the system is adaptive and can be spread on a large scale. |
format | Text |
id | pubmed-2323446 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2008 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-23234462008-04-24 An Adaptive System for Home Monitoring Using a Multiagent Classification of Patterns Rammal, Ali Trouilhet, Sylvie Singer, Nicolas Pécatte, Jean-Marie Int J Telemed Appl Research Article This research takes place in the S(MA)(2)D project which proposes software architecture to monitor elderly people in their own homes. We want to build patterns dynamically from data about activity, movements, and physiological information of the monitored people. To achieve that, we propose a multiagent method of classification: every agent has a simple know-how of classification. Data generated at this local level are communicated and adjusted between agents to obtain a set of patterns. The patterns are used at a personal level, for example to raise an alert, but also to evaluate global risks (epidemic, heat wave). These data are dynamic; the system has to maintain the built patterns and has to create new patterns. So, the system is adaptive and can be spread on a large scale. Hindawi Publishing Corporation 2008 2008-04-17 /pmc/articles/PMC2323446/ /pubmed/18437224 http://dx.doi.org/10.1155/2008/136054 Text en Copyright © 2008 Ali Rammal 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 Rammal, Ali Trouilhet, Sylvie Singer, Nicolas Pécatte, Jean-Marie An Adaptive System for Home Monitoring Using a Multiagent Classification of Patterns |
title | An Adaptive System for Home Monitoring Using a Multiagent Classification of Patterns |
title_full | An Adaptive System for Home Monitoring Using a Multiagent Classification of Patterns |
title_fullStr | An Adaptive System for Home Monitoring Using a Multiagent Classification of Patterns |
title_full_unstemmed | An Adaptive System for Home Monitoring Using a Multiagent Classification of Patterns |
title_short | An Adaptive System for Home Monitoring Using a Multiagent Classification of Patterns |
title_sort | adaptive system for home monitoring using a multiagent classification of patterns |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2323446/ https://www.ncbi.nlm.nih.gov/pubmed/18437224 http://dx.doi.org/10.1155/2008/136054 |
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