Semantic Health Knowledge Graph: Semantic Integration of Heterogeneous Medical Knowledge and Services
Joint Authors
Pan, Gang
Shi, Longxiang
Yang, Xiaoran
Qi, Jiaheng
Zhou, Binbin
Li, Shijian
Source
Issue
Vol. 2017, Issue 2017 (31 Dec. 2017), pp.1-12, 12 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2017-02-12
Country of Publication
Egypt
No. of Pages
12
Main Subjects
Abstract EN
With the explosion of healthcare information, there has been a tremendous amount of heterogeneous textual medical knowledge (TMK), which plays an essential role in healthcare information systems.
Existing works for integrating and utilizing the TMK mainly focus on straightforward connections establishment and pay less attention to make computers interpret and retrieve knowledge correctly and quickly.
In this paper, we explore a novel model to organize and integrate the TMK into conceptual graphs.
We then employ a framework to automatically retrieve knowledge in knowledge graphs with a high precision.
In order to perform reasonable inference on knowledge graphs, we propose a contextual inference pruning algorithm to achieve efficient chain inference.
Our algorithm achieves a better inference result with precision and recall of 92% and 96%, respectively, which can avoid most of the meaningless inferences.
In addition, we implement two prototypes and provide services, and the results show our approach is practical and effective.
American Psychological Association (APA)
Shi, Longxiang& Li, Shijian& Yang, Xiaoran& Qi, Jiaheng& Pan, Gang& Zhou, Binbin. 2017. Semantic Health Knowledge Graph: Semantic Integration of Heterogeneous Medical Knowledge and Services. BioMed Research International،Vol. 2017, no. 2017, pp.1-12.
https://search.emarefa.net/detail/BIM-1135495
Modern Language Association (MLA)
Shi, Longxiang…[et al.]. Semantic Health Knowledge Graph: Semantic Integration of Heterogeneous Medical Knowledge and Services. BioMed Research International No. 2017 (2017), pp.1-12.
https://search.emarefa.net/detail/BIM-1135495
American Medical Association (AMA)
Shi, Longxiang& Li, Shijian& Yang, Xiaoran& Qi, Jiaheng& Pan, Gang& Zhou, Binbin. Semantic Health Knowledge Graph: Semantic Integration of Heterogeneous Medical Knowledge and Services. BioMed Research International. 2017. Vol. 2017, no. 2017, pp.1-12.
https://search.emarefa.net/detail/BIM-1135495
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1135495