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用于老年人健康评估系统知识发现的基于案例的协作推理

Collaborative case-based reasoning for knowledge discovery of elders health assessment system.

作者信息

Hu Ping, Gu Dong-Xiao, Zhu Yu

机构信息

Department of Management of Hefei University, HeFei, Anhui 230601, P.R.China.

School of Management at Hefei University of Technology, Hefei, Anhui 230009, P.R.China.

出版信息

Open Biomed Eng J. 2014 Sep 29;8:68-74. doi: 10.2174/1874120701408010068. eCollection 2014.

DOI:10.2174/1874120701408010068
PMID:25337150
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC4204335/
Abstract

The existing Elders Health Assessment (EHA) system based on single-case-library reasoning has low intelligence level, poor coordination, and limited capabilities of assessment decision support. To effectively support knowledge reuse of EHA system, this paper proposes collaborative case reasoning and applies it to the whole knowledge reuse process of EHA system. It proposes a multi-case library reasoning application framework of EHA knowledge reuse system, and studies key techniques such as case representation, case retrieval algorithm, case optimization and correction, and reuse etc.. In the aspect of case representation, XML-based multi-case representation for case organization and storage is applied to facilitate case retrieval and management. In the aspect of retrieval method, Knowledge-Guided Approach with Nearest-Neighbor is proposed. Given the complexity of EHA, Gray Relational Analysis with weighted Euclidean Distance is used to measure the similarity so as to improve case retrieval accuracy.

摘要

现有的基于单案例库推理的老年人健康评估(EHA)系统智能水平较低、协调性差且评估决策支持能力有限。为有效支持EHA系统的知识重用,本文提出协作案例推理并将其应用于EHA系统的整个知识重用过程。提出了EHA知识重用系统的多案例库推理应用框架,并研究了案例表示、案例检索算法、案例优化与修正以及重用等关键技术。在案例表示方面,采用基于XML的多案例表示进行案例组织和存储,以方便案例检索和管理。在检索方法方面,提出了带最近邻的知识引导方法。鉴于EHA的复杂性,使用带加权欧几里得距离的灰色关联分析来度量相似度,以提高案例检索的准确性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/38ee/4204335/6ebb88c2e9ac/TOBEJ-8-68_F2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/38ee/4204335/6f20325b0f6a/TOBEJ-8-68_F1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/38ee/4204335/6ebb88c2e9ac/TOBEJ-8-68_F2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/38ee/4204335/6f20325b0f6a/TOBEJ-8-68_F1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/38ee/4204335/6ebb88c2e9ac/TOBEJ-8-68_F2.jpg

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本文引用的文献

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The potential influence of masculine identity on health-improving behavior in midlife and older African American men.男性身份认同对中年及老年非裔美国男性健康改善行为的潜在影响。
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Elders 风险评估指数是一种基于电子行政数据库的衰弱指数,可以识别社区居住成年人髋部骨折的风险。
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Intelligent technique for knowledge reuse of dental medical records based on case-based reasoning.基于案例推理的口腔医学病历知识复用智能技术
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