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Author:

Xu, Shuo (Xu, Shuo.) (Scholars:徐硕) | Hao, Liyuan (Hao, Liyuan.) | An, Xin (An, Xin.) | Yang, Guancan (Yang, Guancan.) | Wang, Feifei (Wang, Feifei.)

Indexed by:

SSCI EI Scopus SCIE

Abstract:

Emerging research topic detection can benefit the research foundations and policy-makers. With the long-term and recent interest in detecting emerging research topics, various approaches are proposed in the literature. Though, there is still a lack of well-established linkages between the clear conceptual definition of emerging research topics and the proposed indicators for operationalization. This work follows the definition by Wang (2018), and several machine learning models are together used to detect and foresight the emerging research topics. Finally, experimental results on gene editing dataset discover three emerging research topics, which make clear that it is feasible to identify emerging research topics with our framework. (C) 2019 Elsevier Ltd. All rights reserved.

Keyword:

Emerging research topics Topic modeling Citation Influence Model Dynamic Influence Model Machine learning

Author Community:

  • [ 1 ] [Xu, Shuo]Beijing Univ Technol, Coll Econ & Management, Res Base Beijing Modern Mfg Dev, 100 PingLeYuan, Beijing 100124, Peoples R China
  • [ 2 ] [Hao, Liyuan]Beijing Univ Technol, Coll Econ & Management, Res Base Beijing Modern Mfg Dev, 100 PingLeYuan, Beijing 100124, Peoples R China
  • [ 3 ] [Wang, Feifei]Beijing Univ Technol, Coll Econ & Management, Res Base Beijing Modern Mfg Dev, 100 PingLeYuan, Beijing 100124, Peoples R China
  • [ 4 ] [An, Xin]Beijing Forestry Univ, Sch Econ & Management, 35 Qinghua East Rd, Beijing 100083, Peoples R China
  • [ 5 ] [Yang, Guancan]Renmin Univ China, Sch Informat Resource Management, 59 Zhongguancun St, Beijing 100872, Peoples R China

Reprint Author's Address:

  • [An, Xin]Beijing Forestry Univ, Sch Econ & Management, 35 Qinghua East Rd, Beijing 100083, Peoples R China

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Source :

JOURNAL OF INFORMETRICS

ISSN: 1751-1577

Year: 2019

Issue: 4

Volume: 13

3 . 7 0 0

JCR@2022

ESI Discipline: SOCIAL SCIENCES, GENERAL;

ESI HC Threshold:84

JCR Journal Grade:1

Cited Count:

WoS CC Cited Count: 47

SCOPUS Cited Count: 64

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 6

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