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Algorithm Research & Explore
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App. Res. of Comp. Printed Article
Vol. 36, 2019 No. 12
3534-3538

Research on English author name disambiguation based on sparse distributed representation

Zhai Xiaorui
Han Hongqi
Zhang Yunliang
Li Zhong
Key Laboratory of Rich-media Knowledge Organization & Service of Digital Publishing Content, Institute of Scientific & Technical Information of China, Beijing 100038, China
DOI: 10.19734/j.issn.1001-3695.2018.07.0380

Abstract

In order to apply the sparse distributed representation theory to the author name disambiguation, and to know the effect of the theory in solving the name disambiguation problem, this paper proposed a method based on sparse distributed representation to disambiguate English author name. This paper selected summary as disambiguation feature and generated binary representation of SDRs. And then it constructed the similarity matrix based on the similarity comparison of the training set, it performed the experiment after the appropriate threshold set. The final accuracy is 98.21%, the recall is 76.75%, and the F-value is 86.17%. The result indicates that the proposed method has a good effect. By comparing the proposed method with the method based on co-authors, it can be concluded that the proposed method can better solve the ambiguity problem of author names. In addition, the method can also identify the papers whose authors are not included in the author database, and assign to new authors without relearning and updating the model.

Foundation Support

国家自然科学基金资助项目(71473237)
中国工程科技知识中心建设项目(CKCEST-2018-1-26)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2018.07.0380
Publish at: Application Research of Computers Printed Article, Vol. 36, 2019 No. 12
Section: Algorithm Research & Explore
Pages: 3534-3538
Serial Number: 1001-3695(2019)12-003-3534-05

Publish History

[2019-12-05] Printed Article

Cite This Article

翟晓瑞, 韩红旗, 张运良, 等. 基于稀疏分布式表征的英文著者姓名消歧研究 [J]. 计算机应用研究, 2019, 36 (12): 3534-3538. (Zhai Xiaorui, Han Hongqi, Zhang Yunliang, et al. Research on English author name disambiguation based on sparse distributed representation [J]. Application Research of Computers, 2019, 36 (12): 3534-3538. )

About the Journal

  • Application Research of Computers Monthly Journal
  • Journal ID ISSN 1001-3695
    CN  51-1196/TP

Application Research of Computers, founded in 1984, is an academic journal of computing technology sponsored by Sichuan Institute of Computer Sciences under the Science and Technology Department of Sichuan Province.

Aiming at the urgently needed cutting-edge technology in this discipline, Application Research of Computers reflects the mainstream technology, hot technology and the latest development trend of computer application research at home and abroad in a timely manner. The main contents of the journal include high-level academic papers in this discipline, the latest scientific research results and major application results. The contents of the columns involve new theories of computer discipline, basic computer theory, algorithm theory research, algorithm design and analysis, blockchain technology, system software and software engineering technology, pattern recognition and artificial intelligence, architecture, advanced computing, parallel processing, database technology, computer network and communication technology, information security technology, computer image graphics and its latest hot application technology.

Application Research of Computers has many high-level readers and authors, and its readers are mainly senior and middle-level researchers and engineers engaged in the field of computer science, as well as teachers and students majoring in computer science and related majors in colleges and universities. Over the years, the total citation frequency and Web download rate of Application Research of Computers have been ranked among the top of similar academic journals in this discipline, and the academic papers published are highly popular among the readers for their novelty, academics, foresight, orientation and practicality.

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