Research Collaboration Influence Analysis Using Dynamic Co-authorship and Citation Networks

被引:6
|
作者
Razzaq, Sidra [1 ]
Malik, Ahmad Kamran [1 ]
Raza, Basit [1 ]
Khattak, Hasan Ali [2 ]
Moscoso Zegarra, Giomar W. [3 ]
Diaz Zelada, Yvan [3 ]
机构
[1] COMSATS Univ Islamabad, Dept Comp Sci, Islamabad, Pakistan
[2] Natl Univ Sci & Technol NUST, Islamabad, Pakistan
[3] Escuela Posgrado Newman, Tacna, Peru
关键词
Collaborative Research Analysis; Influence Analysis; Network Centrality; Quality Of Research; Statistical Analysis; INTERNATIONAL RESEARCH COLLABORATION; RESEARCH PRODUCTIVITY; PERFORMANCE; SYSTEMS; MODEL;
D O I
10.9781/ijimai.2022.03.001
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Collaborative research is increasing in terms of publications, skills, and formal interactions, which certainly makes it the hotspot in both academia and the industrial sector. Knowing the factors and behavior of dynamic collaboration network provides insights that helps in improving the researcher's profile and coordinator's productivity of research. Despite rapid developments in the research collaboration process with various outcomes, its validity is still difficult to address. Existing approaches have used bibliometric network analysis with different aspects to understand collaboration patterns that measure the quality of their corresponding relationships. At this point in time, we would like to investigate an efficient method to outline the credibility of findings in publication-author relations. In this research, we propose a new collaboration method to analyze the structure of research articles using four types of graphs for discerning authors' influence. We apply different combinations of network relationships and bibliometric analysis on the G-index parameter to disclose their interrelated differences. Our model is designed to find the dynamic indicators of co-authored collaboration with an influence on the author's behavior in terms of change in research area/interest. In the research we investigate the dynamic relations in an academic field using metadata of openly available articles and collaborating international authors in interrelated areas/domains. Based on filtered evidence of relationship networks and their statistical results, the research shows an increment in productivity and better influence over time.
引用
收藏
页码:103 / 116
页数:14
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