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A Personalized Heal...
A Personalized Health-Monitoring System for Elderly by Combining Rules and Case-based Reasoning
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- Ahmed, Mobyen Uddin (författare)
- Mälardalens högskola,Inbyggda system
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(creator_code:org_t)
- 2015
- 2015
- Engelska.
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Ingår i: Studies in Health Technology and Informatics, Volume 21. ; , s. 249-254
- Relaterad länk:
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https://urn.kb.se/re...
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visa fler...
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https://doi.org/10.3...
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visa färre...
Abstract
Ämnesord
Stäng
- Health-monitoring system for elderly in home environment is a promising solution to provide efficient medical services that increasingly interest by the researchers within this area. It is often more challenging when the system is self-served and functioning as personalized provision. This paper proposed a personalized self-served health-monitoring system for elderly in home environment by combining general rules with a case-based reasoning approach. Here, the system generates feedback, recommendation and alarm in a personalized manner based on elderlys medical information and health parameters such as blood pressure, blood glucose, weight, activity, pulse, etc. A set of general rules has used to classify individual health parameters. The case-based reasoning approach is used to combine all different health parameters, which generates an overall classification of health condition. According to the evaluation result considering 323 cases and k=2 i.e., top 2 most similar retrieved cases, the sensitivity, specificity and overall accuracy are achieved as 90%, 97% and 96% respectively. The preliminary result of the system is acceptable since the feedback; recommendation and alarm messages are personalized and differ from the general messages. Thus, this approach could be possibly adapted for other situations in personalized elderly monitoring.
Ämnesord
- TEKNIK OCH TEKNOLOGIER -- Medicinteknik (hsv//swe)
- ENGINEERING AND TECHNOLOGY -- Medical Engineering (hsv//eng)
Nyckelord
- Health-monitoring system
- elderly
- personalized
- case-based reasoning
- general rules
Publikations- och innehållstyp
- ref (ämneskategori)
- kon (ämneskategori)