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Automatic Recognition of Chinese Personal Name Using Conditional Random Fields and Knowledge Base
Joint Authors
Gu, Chuan
Tian, Xi-ping
Yu, Jiang-de
Source
Mathematical Problems in Engineering
Issue
Vol. 2015, Issue 2015 (31 Dec. 2015), pp.1-6, 6 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2015-10-04
Country of Publication
Egypt
No. of Pages
6
Main Subjects
Abstract EN
According to the features of Chinese personal name, we present an approach for Chinese personal name recognition based on conditional random fields (CRF) and knowledge base in this paper.
The method builds multiple features of CRF model by adopting Chinese character as processing unit, selects useful features based on selection algorithm of knowledge base and incremental feature template, and finally implements the automatic recognition of Chinese personal name from Chinese document.
The experimental results on open real corpus demonstrated the effectiveness of our method and obtained high accuracy rate and high recall rate of recognition.
American Psychological Association (APA)
Gu, Chuan& Tian, Xi-ping& Yu, Jiang-de. 2015. Automatic Recognition of Chinese Personal Name Using Conditional Random Fields and Knowledge Base. Mathematical Problems in Engineering،Vol. 2015, no. 2015, pp.1-6.
https://search.emarefa.net/detail/BIM-1073928
Modern Language Association (MLA)
Gu, Chuan…[et al.]. Automatic Recognition of Chinese Personal Name Using Conditional Random Fields and Knowledge Base. Mathematical Problems in Engineering No. 2015 (2015), pp.1-6.
https://search.emarefa.net/detail/BIM-1073928
American Medical Association (AMA)
Gu, Chuan& Tian, Xi-ping& Yu, Jiang-de. Automatic Recognition of Chinese Personal Name Using Conditional Random Fields and Knowledge Base. Mathematical Problems in Engineering. 2015. Vol. 2015, no. 2015, pp.1-6.
https://search.emarefa.net/detail/BIM-1073928
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1073928