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Quantifying the Impact of Scholarly Papers Based on Higher-Order Weighted Citations
arXiv - CS - Digital Libraries Pub Date : 2020-08-10 , DOI: arxiv-2008.03857
Xiaomei Bai, Fuli Zhang, Jie Hou, Ivan Lee, Xiangjie Kong, Amr Tolba, Feng Xia

Quantifying the impact of a scholarly paper is of great significance, yet the effect of geographical distance of cited papers has not been explored. In this paper, we examine 30,596 papers published in Physical Review C, and identify the relationship between citations and geographical distances between author affiliations. Subsequently, a relative citation weight is applied to assess the impact of a scholarly paper. A higher-order weighted quantum PageRank algorithm is also developed to address the behavior of multiple step citation flow. Capturing the citation dynamics with higher-order dependencies reveals the actual impact of papers, including necessary self-citations that are sometimes excluded in prior studies. Quantum PageRank is utilized in this paper to help differentiating nodes whose PageRank values are identical.

中文翻译:

基于高阶加权引用量化学术论文的影响

量化学术论文的影响具有重要意义,但尚未探讨被引论文地理距离的影响。在本文中,我们检查了发表在《物理评论 C》上的 30,596 篇论文,并确定了引文与作者单位之间的地理距离之间的关系。随后,应用相对引用权重来评估学术论文的影响。还开发了一种高阶加权量子 PageRank 算法来解决多步引用流的行为。捕捉具有高阶依赖关系的引文动态揭示了论文的实际影响,包括有时在先前研究中被排除的必要自引。本文利用量子 PageRank 来帮助区分 PageRank 值相同的节点。
更新日期:2020-08-11
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