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Author:

Zhang, Siyang (Zhang, Siyang.) | E, Xinhua (E, Xinhua.) | Huang, Tao (Huang, Tao.) | Yang, Fan (Yang, Fan.)

Indexed by:

CPCI-S EI Scopus

Abstract:

With the rapid development of information technology, the problem of name ambiguity has become one of the main problems in the fields of information retrieval, data mining and scientific measurement, which inevitably affects the accuracy of information calculations, reduces the credibility of the literature retrieval system, and affect the quality of information. To deal with this, name disambiguation technology has been proposed, which maps virtual relational networks to real social networks. However, most existing related work did not consider the problem of name coreference and the inability to correctly match due to the different writing formats between two same strings. This paper mainly proposes an algorithm for Author Name Disambiguation based on Molecular Cross Clustering (ANDMC) considering name coreference. Meanwhile, we explored the string matching algorithm called Improved Levenshtein Distance (ILD), which solves the problem of matching between two same strings with different writing format. The experimental results show that our algorithm outperforms the baseline method. (F1-score 9.48% 21.45% higher than SC and HAC).

Keyword:

Name disambiguation String matching Coreference problem

Author Community:

  • [ 1 ] [Zhang, Siyang]Beijing Univ Posts & Telecommun, Beijing Adv Innovat Ctr Future Internet Technol, 10 Xitucheng Rd, Beijing, Peoples R China
  • [ 2 ] [Huang, Tao]Beijing Univ Posts & Telecommun, Beijing Adv Innovat Ctr Future Internet Technol, 10 Xitucheng Rd, Beijing, Peoples R China
  • [ 3 ] [Yang, Fan]Beijing Univ Posts & Telecommun, Beijing Adv Innovat Ctr Future Internet Technol, 10 Xitucheng Rd, Beijing, Peoples R China
  • [ 4 ] [E, Xinhua]Beijing Univ Technol, 100 Pingleyuan, Beijing, Peoples R China
  • [ 5 ] [Zhang, Siyang]Peng Cheng Lab, 2 Xingke First St, Shenzhen, Guangdong, Peoples R China
  • [ 6 ] [E, Xinhua]Peng Cheng Lab, 2 Xingke First St, Shenzhen, Guangdong, Peoples R China
  • [ 7 ] [Yang, Fan]Peng Cheng Lab, 2 Xingke First St, Shenzhen, Guangdong, Peoples R China

Reprint Author's Address:

  • [Zhang, Siyang]Beijing Univ Posts & Telecommun, Beijing Adv Innovat Ctr Future Internet Technol, 10 Xitucheng Rd, Beijing, Peoples R China;;[Zhang, Siyang]Peng Cheng Lab, 2 Xingke First St, Shenzhen, Guangdong, Peoples R China

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Source :

DATABASE SYSTEMS FOR ADVANCED APPLICATIONS

ISSN: 0302-9743

Year: 2019

Volume: 11448

Page: 173-185

Language: English

Cited Count:

WoS CC Cited Count: 2

SCOPUS Cited Count: 4

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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