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A Logic Programming Approach to Home Monitoring for Risk Prevention in Assisted Living

机译:用于辅助生活中的风险预防的家庭监控逻辑编程方法

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摘要

Monitoring a patient in his home environment is necessary to ensure continuity of care in home settings, but this activity must not be too much invasive and a burden for clinicians. For this reason we prototyped a system called SINDI (Secure and INDependent living), focused on i) collecting a limited amount of data about the person and the environment through Wireless Sensor Networks (WSN), and ii) reasoning about these data both to contextualize them and to support clinicians in understanding patients' well being as well as in predicting possible evolutions of their health. Our hierarchical logic-based model of health combines data from different sources, sensor data, tests results, com-monsense knowledge and patient's clinical profile at the lower level, and correlation rules between aspects of health (items) across upper levels. The logical formalization and the reasoning process are based on Answer Set Programming. The expressive power of this logic programming paradigm allows efficient reasoning to support prevention, while declarativity simplifies rules specification by clinicians and allows automatic encoding of knowledge. This paper describes how these issues have been targeted in the application scenario of the SINDI system.
机译:必须确保在家庭环境中对患者进行监视,以确保在家庭环境中的护理连续性,但是此活动不得具有太大的侵入性,并且不会给临床医生带来负担。因此,我们设计了一个名为SINDI(安全和独立生活)的系统,该系统的重点是:i)通过无线传感器网络(WSN)收集有关人和环境的有限数据,以及ii)对这些数据进行推理以实现上下文关联它们并支持临床医生了解患者的健康状况,并预测其健康状况。我们的基于层次逻辑的健康模型将来自不同来源的数据,传感器数据,测试结果,常识知识和较低级别的患者临床资料结合在一起,并跨较高层次的健康(项目)之间建立关联规则。逻辑形式化和推理过程基于答案集编程。这种逻辑编程范例的表达能力允许有效的推理来支持预防,而声明性则简化了临床医生的规则说明并允许知识的自动编码。本文描述了在SINDI系统的应用场景中如何解决这些问题。

著录项

  • 来源
    《Logic programming》|2008年|145-159|共15页
  • 会议地点 Udine(IT);Udine(IT)
  • 作者单位

    QUA_SI Research Center, NOMADIS Research Lab., Universita degli Studi di Milano-Bicocca, viale dell'Innovazione 110, 1-20125 Milano;

    Dipartimento di Informatica, Sistemistica e Comunicazione, Universita degli Studi di Milano-Bicocca, viale Sarca 336/14, 1-20126 Milano;

    Dipartimento di Informatica, Sistemistica e Comunicazione, Universita degli Studi di Milano-Bicocca, viale Sarca 336/14, 1-20126 Milano;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 程序设计、软件工程;
  • 关键词

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