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一种用于慢性病患者分类的智能系统。

An intelligent system for classification of patients suffering from chronic diseases.

作者信息

Bellos Christos, Papadopoulos Athanasios, Fotiadis Dimitrios I, Rosso Roberto

机构信息

FORTH BRI Foundation for Research and Technology - Hellas, Biomedical Research, Ioannina Greece.

出版信息

Annu Int Conf IEEE Eng Med Biol Soc. 2010;2010:2890-3. doi: 10.1109/IEMBS.2010.5626314.

Abstract

The CHRONIOUS system addresses a smart wearable platform, based on multi-parametric sensor data processing, for monitoring people suffering from chronic diseases in long-stay setting. Several signals are being recorded through wearable sensors and are stored together with additional information, entered by the patient. An Intelligent System, placed at a Smart Assistant Device, analyzes incoming data and facilitates data mining techniques resulting upon the severity of a health episode. Part of the Intelligent System is the Mental Support Tool, which calculates a Stress Index and classifies the mental condition and stress levels of the patient. An additional component aiming at the personalization of the Intelligent System's Decision is the Profiler which defines several patients profiles and facilitates clustering techniques in order to associate each patient's description with one of the predefined profiles.

摘要

CHRONIOUS系统是一个基于多参数传感器数据处理的智能可穿戴平台,用于在长期护理环境中监测慢性病患者。通过可穿戴传感器记录多种信号,并与患者输入的其他信息一起存储。置于智能辅助设备中的智能系统分析传入数据,并运用数据挖掘技术来判断健康事件的严重程度。智能系统的一部分是心理支持工具,它可以计算压力指数并对患者的心理状况和压力水平进行分类。智能系统决策个性化的另一个组件是剖析器,它定义了多个患者档案,并运用聚类技术将每个患者的描述与预定义档案之一相关联。

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