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The scientific community increasingly relies on open data sharing, yet existing metrics inadequately capture the true impact of datasets as research outputs. Traditional measures, such as the h-index, focus on publications and citations but…

Computers and Society · Computer Science 2025-12-09 Smitha Muthya Sudheendra , Zhongxing Zhang , Wenwen Cao , Jisu Huh , Jaideep Srivastava

Metrics based on percentile ranks (PRs) for measuring scholarly impact involves complex treatment because of various defects such as overvaluing or devaluing an object caused by percentile ranking schemes, ignoring precise citation…

Digital Libraries · Computer Science 2012-05-14 Ping Zhou , Yongfeng Zhong

We introduce a new centrality index for bipartite network of papers and authors that we call $K$-index. The $K$-index grows with the citation performance of the papers that cite a given researcher and can seen as a measure of scientific…

Digital Libraries · Computer Science 2017-09-29 Osame Kinouchi , Leonardo D. H. Soares , George C. Cardoso

The recognition of academic excellence is fundamental to the scientific and academic endeavor. However, the term "academic excellence" is often interpreted in different ways, typically, using popular scientometrics such as the H-index,…

Digital Libraries · Computer Science 2025-03-04 Ariel Rosenfled , Ariel Alexi , Liel Mushiev , Teddy Lazebnik

Articles in high-impact journals are, on average, more frequently cited. But are they cited more often because those articles are somehow more "citable"? Or are they cited more often simply because they are published in a high-impact…

Digital Libraries · Computer Science 2021-03-29 V. A. Traag

Evaluating the performance of researchers and measuring the impact of papers written by scientists is the main objective of citation analysis. Various indices and metrics have been proposed for this. In this paper, we propose a new citation…

Digital Libraries · Computer Science 2015-02-19 Arindam Pal , Sushmita Ruj

Problems for evaluation and impact of published scientific works and their authors are discussed. The role of citations in this process is pointed out. Different bibliometric indicators are reviewed in this connection and ways for…

Physics and Society · Physics 2014-05-21 Bozhidar Z. Iliev

Scholarly impact may be metricized using an author's total number of citations as a stand-in for real worth, but this measure varies in applicability between disciplines. The detail of the number of citations per publication is nowadays…

Digital Libraries · Computer Science 2018-09-06 Peter T. Breuer , Jonathan P. Bowen

Citation metrics are the best tools for research assessments. However, current metrics may be misleading in research systems that pursue simultaneously different goals, such as the advance of science and incremental innovations, because…

Digital Libraries · Computer Science 2023-09-27 Alonso Rodriguez-Navarro , Ricardo Brito

In our chapter we address the statistical analysis of percentiles: How should the citation impact of institutions be compared? In educational and psychological testing, percentiles are already used widely as a standard to evaluate an…

Digital Libraries · Computer Science 2014-04-16 Richard Williams , Lutz Bornmann

It is becoming ever more common to use bibliometric indicators to evaluate the performance of research institutions, however there is often a failure to recognize the limits and drawbacks of such indicators. Since performance measurement is…

Digital Libraries · Computer Science 2018-10-31 Giovanni Abramo , Ciriaco Andrea D'Angelo , Fulvio Viel

We study the statistics of citations made to the top ranked indexed journals for Science and Social Science databases in the Journal Citation Reports using different measures. Total annual citation and impact factor, as well as a third…

Digital Libraries · Computer Science 2014-03-10 Abdul Khaleque , Arnab Chatterjee , Parongama Sen

In the literature and on the Web we can readily find research excellence rankings for organizations and countries by either total number of highly-cited articles (HCAs) or by ratio of HCAs to total publications. Neither are indicators of…

Digital Libraries · Computer Science 2018-10-31 Giovanni Abramo , Ciriaco Andrea D'Angelo

The h-index provides us with nine natural classes which can be written as a matrix of three vectors. The three vectors are: X=(X1, X2, X3) indicate publication distribution in the h-core, the h-tail, and the uncited ones, respectively;…

Digital Libraries · Computer Science 2013-07-16 Fred Y. Ye , Loet Leydesdorff

Author performance indices (such as h-index and its variants) fail to resolve ties while ranking authors with low index values (majority in number) which includes the young researchers. In this work we leverage the citations as well as…

Digital Libraries · Computer Science 2016-04-11 Dinesh Pradhan , Partha Sarathi Paul , Umesh Maheswari , Subrata Nandi , Tanmoy Chakraborty

The findings of Bornmann, Leydesdorff, and Wang (in press) revealed that the consideration of journal impact improves the prediction of long-term citation impact. This paper further explores the possibility of improving citation impact…

Digital Libraries · Computer Science 2013-11-20 Lutz Bornmann , Loet Leydesdorff , Jian Wang

Measures for research activity and impact have become an integral ingredient in the assessment of a wide range of entities (individual researchers, organizations, instruments, regions, disciplines). Traditional bibliometric indicators, like…

Digital Libraries · Computer Science 2020-04-22 Edwin A. Henneken , Michael J. Kurtz

In this work we ask whether and to what extent applying a predictor of publications' impact better than early citations, has an effect on the assessment of research performance of individual scientists. Specifically, we measure the total…

Digital Libraries · Computer Science 2021-03-26 Giovanni Abramo , Ciriaco Andrea D'Angelo , Giovanni Felici

The citation impact of a scientific publication is usually seen as a one-dimensional concept. We introduce a multi-dimensional framework for characterizing the citation impact of a publication. In addition to the level of citation impact,…

Digital Libraries · Computer Science 2020-11-24 Yi Bu , Ludo Waltman , Yong Huang

As the number of accepted papers at AI and ML conferences reaches into the thousands, it has become unclear how researchers access and read research publications. In this paper, we investigate the role of social media influencers in…

Digital Libraries · Computer Science 2024-07-24 Iain Xie Weissburg , Mehir Arora , Xinyi Wang , Liangming Pan , William Yang Wang
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