A methodology for identifying breakthrough topics using structural entropy
文献类型: 外文期刊
第一作者: Xu, Haiyun
作者: Xu, Haiyun;Luo, Rui;Winnink, Jos;Wang, Chao;Elahi, Ehsan
作者机构:
关键词: structural entropy; scientific breakthrough; link prediction; knowledge networks
期刊名称:INFORMATION PROCESSING & MANAGEMENT ( 影响因子:7.466; 五年影响因子:7.036 )
ISSN: 0306-4573
年卷期: 2022 年 59 卷 2 期
页码:
收录情况: SCI
摘要: This research uses link prediction and structural-entropy methods to predict scientific breakthrough topics. Temporal changes in the structural entropy of a knowledge network can be used to identify potential breakthrough topics. This has been done by tracking and monitoring a network's critical transition points, also known as tipping points. The moment at which a significant change in the structural entropy of a knowledge network occurs may denote the points in time when breakthrough topics emerge. The method was validated by domain experts and was demonstrated to be a feasible tool for identifying scientific breakthroughs early. This method can play a role in identifying scientific breakthroughs and could aid in realizing forward-looking predictions to provide support for policy formulation and direct scientific research.
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