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In recent years, several Scientometrics and Bibliometrics indicators were proposed to evaluate the scientific impact of individuals, institutions, colleges, universities and research teams. The h-index gives a major breakthrough in the…

Digital Libraries · Computer Science 2018-11-09 Anand Bihari , Sudhakar Tripathi , Akshay Deepak

Measuring the impact of a publication in a fair way is a significant challenge in bibliometrics, as it must not introduce biases between fields and should enable comparison of the impact of publications from different years. In this paper,…

Digital Libraries · Computer Science 2024-03-07 Emilio Gómez-Déniz , Pablo Dorta-González

Assessing a cited paper's impact is typically done by analyzing its citation context in isolation within the citing paper. While this focuses on the most directly relevant text, it prevents relative comparisons across all the works a paper…

Digital Libraries · Computer Science 2026-04-24 Hannah Collison , Benjamin Van Durme , Daniel Khashabi

The deluge of new papers has significantly blocked the development of academics, which is mainly caused by author-level and publication-level evaluation metrics that only focus on quantity. Those metrics have resulted in several severe…

Digital Libraries · Computer Science 2022-01-17 Xinrong Zhang , Zihou Ren , Xi Li , Shuqi Liu , Yunlong Deng , Yadi Xiao , Yuxing Han , Jiangtao Wen

We review our recent work on applying the Google PageRank algorithm to find scientific "gems" among all Physical Review publications, and its extension to CiteRank, to find currently popular research directions. These metrics provide a…

Physics and Society · Physics 2009-01-20 Sergei Maslov , S. Redner

Allocation of research funding, as well as promotion and tenure decisions, are increasingly made using indicators and impact factors drawn from citations to published work. A debate among scientometricians about proper normalization of…

Digital Libraries · Computer Science 2012-05-08 Caroline S. Wagner , Loet Leydesdorff

A researcher collaborating with many groups will normally have more papers (and thus higher citations and $h$-index) than a researcher spending all his/her time working alone or in a small group. While analyzing an author's research merit,…

Digital Libraries · Computer Science 2016-07-08 Shaon Sahoo

Attempts to understand the consequence of any individual scientist's activity within the long-term trajectory of science is one of the most difficult questions within the philosophy of science. Because scientific publications play such as…

Information Retrieval · Computer Science 2007-05-23 Richard K. Belew

Researchers or students entering a emerging research area are particularly interested in what newly published papers will be most cited and which young researchers will become influential in the future, so that they can catch the most…

Social and Information Networks · Computer Science 2014-07-08 Senzhang Wang , Sihong Xie , Xiaoming Zhang , Zhoujun Li , Philip S. Yu , Xinyu Shu

As with articles and journals, the customary methods for measuring books' academic impact mainly involve citations, which is easy but limited to interrogating traditional citation databases and scholarly book reviews, Researchers have…

Digital Libraries · Computer Science 2016-03-31 Qingqing Zhou , Chengzhi Zhang , Star X. Zhao , Bikun Chen

Following criticisms against the journal Impact Factor, new journal influence scores have been developed such as the Eigenfactor or the Prestige Scimago Journal Rank. They are based on PageRank type algorithms on the cross-citations…

Methodology · Statistics 2018-01-24 Jean-Louis Foulley , Gilles Celeux , Julie Josse

We address the question how citation-based bibliometric indicators can best be normalized to ensure fair comparisons between publications from different scientific fields and different years. In a systematic large-scale empirical analysis,…

Digital Libraries · Computer Science 2013-04-03 Ludo Waltman , Nees Jan van Eck

Deep learning has had a great impact on various fields of computer science by enabling data-driven representation learning in a decade. Because science and technology policy decisions for a nation can be made on the impact of each…

Digital Libraries · Computer Science 2025-03-19 Keiichi Ochiai , Yutaka Matsuo

Bibliometric indicators can be determined by comparing specific citation records with the percentiles of a reference set. However, there exists an ambiguity in the computation of percentiles because usually a significant number of papers…

Digital Libraries · Computer Science 2013-11-27 Michael Schreiber

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

Many other factors affecting citation of publications, except for research area coverage, have been studied. This study aims to investigate impact of research area coverage. Bibliometric papers and their related papers (referred papers,…

Digital Libraries · Computer Science 2023-11-14 Zhuoran Lin , Yun Wang , Hongjun Li

A widely used measure of scientific impact is citations. However, due to their heavy-tailed distribution, citations are fundamentally difficult to predict. Instead, to characterize scientific impact, we address two analogous questions asked…

Digital Libraries · Computer Science 2016-11-17 Yuxiao Dong , Reid A. Johnson , Nitesh V. Chawla

References, the mechanism scientists rely on to signal previous knowledge, lately have turned into widely used and misused measures of scientific impact. Yet, when a discovery becomes common knowledge, citations suffer from obliteration by…

Computation and Language · Computer Science 2024-05-14 Xiangyi Meng , Onur Varol , Albert-László Barabási

The rank of a journal based on simple citation information is a popular measure. The simplicity and availability of rankings such as Impact Factor, Eigenfactor and SciMago Journal Rank based on trusted commercial sources ensures their…

Digital Libraries · Computer Science 2015-07-03 Tamar V. Loach , Tim S. Evans

We provide a general framework to model the growth of networks consisting of different coupled layers. Our aim is to estimate the impact of one such layer on the dynamics of the others. As an application, we study a scientometric network,…

Physics and Society · Physics 2020-09-16 Vahan Nanumyan , Christoph Gote , Frank Schweitzer