Intelligent Learning for Knowledge Graph towards Geological Data
Joint Authors
Zhu, Yueqin
Zhou, Wenwen
Xu, Yang
Liu, Ji
Tan, Yongjie
Source
Issue
Vol. 2017, Issue 2017 (31 Dec. 2017), pp.1-13, 13 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2017-02-16
Country of Publication
Egypt
No. of Pages
13
Main Subjects
Abstract EN
Knowledge graph (KG) as a popular semantic network has been widely used.
It provides an effective way to describe semantic entities and their relationships by extending ontology in the entity level.
This article focuses on the application of KG in the traditional geological field and proposes a novel method to construct KG.
On the basis of natural language processing (NLP) and data mining (DM) algorithms, we analyze those key technologies for designing a KG towards geological data, including geological knowledge extraction and semantic association.
Through this typical geological ontology extracting on a large number of geological documents and open linked data, the semantic interconnection is achieved, KG framework for geological data is designed, application system of KG towards geological data is constructed, and dynamic updating of the geological information is completed accordingly.
Specifically, unsupervised intelligent learning method using linked open data is incorporated into the geological document preprocessing, which generates a geological domain vocabulary ultimately.
Furthermore, some application cases in the KG system are provided to show the effectiveness and efficiency of our proposed intelligent learning approach for KG.
American Psychological Association (APA)
Zhu, Yueqin& Zhou, Wenwen& Xu, Yang& Liu, Ji& Tan, Yongjie. 2017. Intelligent Learning for Knowledge Graph towards Geological Data. Scientific Programming،Vol. 2017, no. 2017, pp.1-13.
https://search.emarefa.net/detail/BIM-1203429
Modern Language Association (MLA)
Zhu, Yueqin…[et al.]. Intelligent Learning for Knowledge Graph towards Geological Data. Scientific Programming No. 2017 (2017), pp.1-13.
https://search.emarefa.net/detail/BIM-1203429
American Medical Association (AMA)
Zhu, Yueqin& Zhou, Wenwen& Xu, Yang& Liu, Ji& Tan, Yongjie. Intelligent Learning for Knowledge Graph towards Geological Data. Scientific Programming. 2017. Vol. 2017, no. 2017, pp.1-13.
https://search.emarefa.net/detail/BIM-1203429
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1203429