黄德根Huang Degen

(教授)

 博士生导师  硕士生导师
学位:博士
性别:男
毕业院校:大连理工大学
所在单位:计算机科学与技术学院
电子邮箱:huangdg@dlut.edu.cn

论文成果

A Staged and Distributed Strategy for Bio-Entity Recognition

发表时间:2019-03-09 点击次数:

论文名称:A Staged and Distributed Strategy for Bio-Entity Recognition
论文类型:期刊论文
发表刊物:INFORMATION-AN INTERNATIONAL INTERDISCIPLINARY JOURNAL
收录刊物:Scopus、SCIE
卷号:14
期号:10
页面范围:3527-3536
ISSN号:1343-4500
关键字:biomedical named entity recognition; staged and distributed strategy; dictionary-based tagging; machine learning-based recognition
摘要:This paper proposes a staged and distributed strategy for biomedical named entity recognition (Bio-NER). In this strategy, named entities (NEs) are recognized in two stages: dictionary-based NE tagging and machine learning-based NE recognition. In dictionary-based tagging stage, we exploit a distributed strategy to recognize NEs, in which different models and NE dictionaries are used for recognizing different NEs. This strategy not only exploits strengths of dictionary-based model and machine learning-based model, but also improves the performance and speed of identification. Experimental results show that our approach achieves higher accuracy than previous approaches.
发表时间:2011-10-01