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Identification of Time Characteristics of Research Fronts in the Light of Five Kinds of Association Strength Indicators |
Huang Fu, Hou Haiyan, Hu Zhigang |
Science of Science and Management of Science of Technology Research Institute, Dalian University of Technology, Dalian 116024 |
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Abstract Detection of research fronts is an important field of research in scientometrics, and recognition of time characteristics is an important step of the newness feature in determining research fronts. Based on the co-citation analysis method, five kinds of association strength indicators are used to construct the incidence matrix. The Louvain algorithm is then used to obtain clusters of the research front fields, and the sensitivity of different association strength indicators to the time characteristics recognition of the research front is compared. Through the case studies in the field of scientometrics, we find that the five kinds of association strength indicators have different effects on the identification of the time characteristics of research fronts. The inclusion index performs better in analyzing the final results of time characteristics.
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Received: 15 December 2017
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[1] 中国科学院科技战略咨询研究院, 中国科学院文献情报中心, 科睿唯安. 2017研究前沿[R]. 2017. [2] 盛立, 刘伟, 李玉霞, 等. 合成生物学研究前沿的识别与趋势预测[J]. 军事医学, 2015, 39(2): 143-146. [3] Shibata N, Kajikawa Y, Sakata I.Detecting potential technological fronts by comparing scientific papers and patents[J]. Foresight, 2011, 13(5): 51-60. [4] 赵丽梅, 张庆普. 我国知识管理研究前沿演进趋势知识图谱[J]. 科学学与科学技术管理, 2012, 33(1): 90-98. [5] Price D J.Networks of scientific papers[J]. Science, 1965, 149(3683): 510-515. [6] Small H, Griffith B C.The Structure of Scientific Literatures I: Identifying and Graphing Specialties[J]. Science Studies, 1974, 4(1): 17-40. [7] Garfield E.Research fronts[J]. Current Contents, 1994, 41(10): 3-7. [8] Persson O.The intellectual base and research fronts of JASIS 1986-1990[J]. Journal of the American Society for Information Science, 1994, 45(1): 31-38. [9] Chen C.CiteSpace II: Detecting and visualizing emerging trends and transient patterns in scientific literature[J]. Journal of the American Society for Information Science and Technology, 2006, 7(3): 359-377. [10] 陈仕吉. 科学研究前沿探测方法综述[J]. 现代图书情报技术, 2009(9): 28-33. [11] 王立学, 冷伏海. 简论研究前沿及其文献计量识别方法[J]. 情报理论与实践, 2010, 33(3): 54-58. [12] 许晓阳, 郑彦宁, 赵筱媛, 等. 研究前沿识别方法的研究进展[J]. 情报理论与实践, 2014, 37(6): 139-144. [13] 王贤文, 毛文莉, 王治. 基于论文下载数据的科研新趋势实时探测与追踪[J]. 科学学与科学技术管理, 2014, 35(4): 3-9. [14] 吴菲菲, 梓杨, 黄鲁成. 基于创新性和学科交叉性的研究前沿探测模型——以智能材料领域研究前沿探测为例[J]. 科学学研究, 2015, 33(1): 11-20. [15] 郑彦宁, 许晓阳, 刘志辉. 基于关键词共现的研究前沿识别方法研究[J]. 图书情报工作, 2016, 60(4): 85-92. [16] 殷瑞飞. 数据挖掘中的聚类方法及其应用——基于统计学视角的研究[D]. 厦门: 厦门大学, 2008. [17] Small H.Co-citation in the scientific literature: A new measure of the relationship between two documents[J]. Journal of the American Society for Information Science, 1973, 24(4): 265-269. [18] White H D, Griffith B C.Author cocitation: A literature measure of intellectual structure[J]. Journal of the American Society for Information Science, 1981, 32(3): 163-171. [19] Small H G, Sweeney E.Clustering the Science Citation Index using co-citations. 1. a comparison of methods[J]. Scientometrics, 1985, 7(3-6): 391-409. [20] Can F, Ozkarahan E A.Concepts of the cover coefficient-based clustering methodology[C]// Proceedings of the 8th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval. New York: ACM Press, 1985. [21] Alhajj R, Rokne J.Encyclopedia of social network analysis and mining[M]. New York: Springer Publishing Company, 2014. [22] Small H.Mapping the dynamics of science and technology[J]. Scientometrics, 1988, 14(1-2): 165-168. [23] Alexandre R, Isabelle W, Michel K.Is SAM still alive? A bibliometric and interpretive mapping of the strategic alignment research field[J]. Journal of Strategic Information Systems, 2016, 25(2): 75-103. [24] Chen C. CiteSpace: Visualizing patterns and trends in scientific literature[EB/OL]. [2017-10-27]. http://cluster.ischool.drexel.edu/ ~cchen/citespace/download/. [25] CWTS. VOSviewer: Visualizing scientific landscapes[EB/OL]. [2017-10-23]. http://www. vosviewer. com/download. [26] Borgatti S P, Everett M G, Freeman L C.UCINET 6 for Windows: Software for social network analysis[M]. Harvard: Analytic Technologies, 2002. [27] ESI. Research Fronts[EB/OL]. [2016-07-14]. http://ipscience- help.thomsonreuters.com/incitesLiveESI/ESI-Group/indicatorsGroup/indicatorsESI/researchFronts. html. [28] 文部科学省科学技術学術政策研究所, 科学技術学術基盤調査研究室. サイエンスマップ2014: 論文データベース分析(2009-2014年)による注目される研究領域の動向調査[R]. 2016. [29] Blondel V D, Guillaume J L, Lambiotte R, et al.Fast unfolding of communities in large networks[J]. Journal of Statistical Mechanics Theory and Experiment, 2008, 2008(10): 155-168. [30] Ahlgren P, Bo J, Rousseau R.Requirements for a cocitation similarity measure, with special reference to Pearson's correlation coefficient[J]. Journal of the Association for Information Science and Technology, 2003, 54(6): 550-560. [31] Shibata N, Kajikawa Y, Takeda Y, et al.Comparative study on methods of detecting research fronts using different types of citation[J]. Journal of the American Society for Information Science and Technology, 2009, 60(3): 571-580. [32] Eck N J V, Waltman L. Appropriate similarity measures for author co-citation analysis[J]. Journal of the Association for Information Science and Technology, 2008, 59(10): 1653-1661. |
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