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Despite the increasing use of citation-based metrics for research evaluation purposes, we do not know yet which metrics best deliver on their promise to gauge the significance of a scientific paper or a patent. We assess 17 network-based…

Social and Information Networks · Computer Science 2020-07-10 Shuqi Xu , Manuel Sebastian Mariani , Linyuan Lü , Matúš Medo

For several decades, a leading paradigm of how to quantitatively assess scientific research has been the analysis of the aggregated citation information in a set of scientific publications. Although the representation of this information as…

Physics and Society · Physics 2015-06-12 David F. Klosik , Stefan Bornholdt

For decades the number of scientific publications has been rapidly increasing, effectively out-dating knowledge at a tremendous rate. Only few scientific milestones remain relevant and continuously attract citations. Here we quantify how…

While scholarly citations are pivotal for assessing academic impact, they often reflect systemic biases beyond research quality. This study examines a critical yet underexplored driver of citation disparities: authors' structural positions…

Digital Libraries · Computer Science 2025-12-29 Renlong Jie , Longfeng Zhao , Chen Chu , Danyang Jia , Zhen Wang

We performed a citation analysis on the Web of Science publications consisting of more than 63 million articles and 1.45 billion citations on 254 subjects from 1981 to 2020. We proposed the Article's Scientific Prestige (ASP) metric and…

Digital Libraries · Computer Science 2022-02-18 Ying Chen , Thorsten Koch , Nazgul Zakiyeva , Kailiang Liu , Zhitong Xu , Chun-houh Chen , Junji Nakano , Keisuke Honda

One of the most challenging problems in technological forecasting is to identify as early as possible those technologies that have the potential to lead to radical changes in our society. In this paper, we use the US patent citation network…

Social and Information Networks · Computer Science 2018-06-04 Manuel Sebastian Mariani , Matus Medo , François Lafond

Many studies on coauthorship networks focus on network topology and network statistical mechanics. This article takes a different approach by studying micro-level network properties, with the aim to apply centrality measures to impact…

Digital Libraries · Computer Science 2010-12-23 Erjia Yan , Ying Ding

With the advancement of science and technology, the number of academic papers published in the world each year has increased almost exponentially. While a large number of research papers highlight the prosperity of science and technology,…

Social and Information Networks · Computer Science 2020-09-08 Qihang Zhao

Peer review and citation metrics are two means of gauging the value of scientific research, but the lack of publicly available peer review data makes the comparison of these methods difficult. Mathematics can serve as a useful laboratory…

Digital Libraries · Computer Science 2020-12-17 Lawrence Smolinsky , Daniel S. Sage , Aaron J. Lercher , Aaron Cao

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…

Digital Libraries · Computer Science 2020-08-11 Xiaomei Bai , Fuli Zhang , Jie Hou , Ivan Lee , Xiangjie Kong , Amr Tolba , Feng Xia

The basic indicators of a researcher's productivity and impact are still the number of publications and their citation counts. These metrics are clear, straightforward, and easy to obtain. When a ranking of scholars is needed, for instance…

Digital Libraries · Computer Science 2015-05-13 Dalibor Fiala , Lovro Šubelj , Slavko Žitnik , Marko Bajec

Citation metrics are becoming pervasive in the quantitative evaluation of scholars, journals and institutions. More then ever before, hiring, promotion, and funding decisions rely on a variety of impact metrics that cannot disentangle…

Digital Libraries · Computer Science 2015-09-03 Jasleen Kaur , Emilio Ferrara , Filippo Menczer , Alessandro Flammini , Filippo Radicchi

Whether a scientific paper is cited is related not only to the influence of its author(s) but also to the journal publishing it. Scientists, either proficient or tender, usually submit their most important work to prestigious journals which…

Physics and Society · Physics 2014-05-12 Zheng Yao , Xiao-Long Peng , Li-Jie Zhang , Xin-Jian Xu

With the growing number of published scientific papers world-wide, the need to evaluation and quality assessment methods for research papers is increasing. Scientific fields such as scientometrics, informetrics and bibliometrics establish…

Digital Libraries · Computer Science 2019-03-19 Ali Abrishami , Sadegh Aliakbary

To account for strong aging characteristics of citation networks, we modify Google's PageRank algorithm by initially distributing random surfers exponentially with age, in favor of more recent publications. The output of this algorithm,…

Physics and Society · Physics 2009-11-13 Dylan Walker , Huafeng Xie , Koon-Kiu Yan , Sergei Maslov

We propose measures of the impact of research that improve on existing ones such as counting of number of papers, citations and $h$-index. Since different papers and different fields have largely different average number of co-authors and…

Digital Libraries · Computer Science 2021-04-07 Alessandro Strumia , Riccardo Torre

While computer modeling and simulation are crucial for understanding scientometrics, their practical use in literature remains somewhat limited. In this study, we establish a joint coauthorship and citation network using preferential…

Digital Libraries · Computer Science 2024-04-22 Haobai Xue

Through academic publications, the authors of these publications form a social network. Instead of sharing casual thoughts and photos (as in Facebook), authors pick co-authors and reference papers written by other authors. Thanks to various…

Social and Information Networks · Computer Science 2014-02-18 Tom Z. J. Fu , Qianqian Song , Dah Ming Chiu

We address the question to what extent the success of scientific articles is due to social influence. Analyzing a data set of over 100000 publications from the field of Computer Science, we study how centrality in the coauthorship network…

Physics and Society · Physics 2014-03-03 Emre Sarigöl , Rene Pfitzner , Ingo Scholtes , Antonios Garas , Frank Schweitzer

Google's PageRank has created a new synergy to information retrieval for a better ranking of Web pages. It ranks documents depending on the topology of the graphs and the weights of the nodes. PageRank has significantly advanced the field…

Digital Libraries · Computer Science 2010-12-23 Ying Ding , Erjia Yan , Arthur Frazho , James Caverlee
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