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arXiv 2104.07587cs.AI
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个人知识图谱在健康领域的应用

Applying Personal Knowledge Graphs to Health

Rensselaer Polytechnic Institute(伦斯勒理工学院)

Sola Shirai, Oshani Seneviratne, Deborah L. McGuinness

摘要:

封装个人健康信息的知识图谱或个人健康知识图谱(PHKG)可以帮助实现知识驱动系统中的个性化医疗保健。在本文中,我们提供了一个简短的调查现有的工作围绕新兴的范式PHKGs,并强调仍然存在的主要挑战。我们发现,虽然一些初步的探索存在的主题上的个人知识图谱,PHKG的发展仍然是探索不足。围绕个人健康知识的收集、链接和维护的一系列挑战仍有待解决,以充分实现PHKG。

英文摘要:

Knowledge graphs that encapsulate personal health information, or personal health knowledge graphs (PHKG), can help enable personalized health care in knowledge-driven systems. In this paper we provide a short survey of existing work surrounding the emerging paradigm of PHKGs and highlight the major challenges that remain. We find that while some preliminary exploration exists on the topic of personal knowledge graphs, development of PHKGs remains under-explored. A range of challenges surrounding the collection, linkage, and maintenance of personal health knowledge remains to be addressed to fully realize PHKGs.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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