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Remote Medical Monitoring Decision Support System and User Interface Usability.

机译:远程医疗监控决策支持系统和用户界面可用性。

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摘要

User requirements were gathered from home care clinicians to understand what parameters are critical in monitoring the health of home care clients. Once solicited, the most appropriate graphical user interface (GUI) features were determined in order to conduct a usability test and qualitative analysis of two GUI prototypes. A few key findings include the need to display data trends, client personal targets and alerts for emergent situations.;Visual data mining combines data visualization and data mining. Therefore, in order to populate the GUI with home care clients' data and support decision making, data mining was also explored. Two data mining techniques, a segmentation algorithm and a feed-forward neural network, were evaluated for their ability to detect trends from simulated data. Results indicate that the segmentation algorithm is more accurate with the given data sets but the network is more robust with varying levels of noise.
机译:从家庭护理临床医生那里收集了用户要求,以了解哪些参数对于监视家庭护理客户的健康至关重要。征求意见后,将确定最合适的图形用户界面(GUI)功能,以便对两个GUI原型进行可用性测试和定性分析。一些关键发现包括需要显示数据趋势,客户个人目标以及紧急情况的警报。可视数据挖掘结合了数据可视化和数据挖掘。因此,为了用家庭护理客户的数据填充GUI并支持决策,还探索了数据挖掘。评估了两种数据挖掘技术,即分割算法和前馈神经网络,它们具有从模拟数据中检测趋势的能力。结果表明,分割算法对于给定的数据集更准确,但是网络在变化的噪声水平下更健壮。

著录项

  • 作者

    Tosine, Anneliis.;

  • 作者单位

    Carleton University (Canada).;

  • 授予单位 Carleton University (Canada).;
  • 学科 Engineering Biomedical.
  • 学位 M.A.Sc.
  • 年度 2011
  • 页码 193 p.
  • 总页数 193
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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