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Author:

Zhao, Dongyuan (Zhao, Dongyuan.) | Tang, Zhongjun (Tang, Zhongjun.) | He, Duokui (He, Duokui.)

Indexed by:

EI Scopus SCIE

Abstract:

PurposeWith the intensification of market competition, there is a growing demand for weak signal identification and evolutionary analysis for enterprise foresight. For decades, many scholars have conducted relevant research. However, the existing research only cuts in from a single angle and lacks a systematic and comprehensive overview. In this paper, the authors summarize the articles related to weak signal recognition and evolutionary analysis, in an attempt to make contributions to relevant research.Design/methodology/approachThe authors develop a systematic overview framework based on the most classical three-dimensional space model of weak signals. Framework comprehensively summarizes the current research insights and knowledge from three dimensions of research field, identification methods and interpretation methods.FindingsThe research results show that it is necessary to improve the automation level in the process of weak signal recognition and analysis and transfer valuable human resources to the decision-making stage. In addition, it is necessary to coordinate multiple types of data sources, expand research subfields and optimize weak signal recognition and interpretation methods, with a view to expanding weak signal future research, making theoretical and practical contributions to enterprise foresight, and providing reference for the government to establish weak signal technology monitoring, evaluation and early warning mechanisms.Originality/valueThe authors develop a systematic overview framework based on the most classical three-dimensional space model of weak signals. It comprehensively summarizes the current research insights and knowledge from three dimensions of research field, identification methods and interpretation methods.

Keyword:

Weak signal evolution Weak signal recognition Enterprise foresight Machine learning Extension theory Domain ontology

Author Community:

  • [ 1 ] [Zhao, Dongyuan]Beijing Univ Technol, Sch Econ & Management, Beijing, Peoples R China
  • [ 2 ] [Tang, Zhongjun]Beijing Univ Technol, Sch Econ & Management, Beijing, Peoples R China
  • [ 3 ] [He, Duokui]Beijing Univ Technol, Sch Econ & Management, Beijing, Peoples R China

Reprint Author's Address:

  • [Tang, Zhongjun]Beijing Univ Technol, Sch Econ & Management, Beijing, Peoples R China

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Source :

KYBERNETES

ISSN: 0368-492X

Year: 2023

Issue: 10

Volume: 53

Page: 3160-3188

2 . 5 0 0

JCR@2022

ESI Discipline: ENGINEERING;

ESI HC Threshold:19

Cited Count:

WoS CC Cited Count: 3

SCOPUS Cited Count: 5

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 13

Affiliated Colleges:

Online/Total:206/10662622
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