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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

Citation numbers and other quantities derived from bibliographic databases are becoming standard tools for the assessment of productivity and impact of research activities. Though widely used, still their statistical properties have not…

Physics and Society · Physics 2013-12-17 Filippo Radicchi , Claudio Castellano

Scientific impact plays a central role in the evaluation of the output of scholars, departments, and institutions. A widely used measure of scientific impact is citations, with a growing body of literature focused on predicting the number…

Social and Information Networks · Computer Science 2014-12-16 Yuxiao Dong , Reid A. Johnson , Nitesh V. Chawla

The importance of a research article is routinely measured by counting how many times it has been cited. However, treating all citations with equal weight ignores the wide variety of functions that citations perform. We want to…

Digital Libraries · Computer Science 2015-01-28 Xiaodan Zhu , Peter Turney , Daniel Lemire , André Vellino

In this paper, we propose a measure to assess scientific impact that discounts self-citations and does not require any prior knowledge on the their distribution among publications. This index can be applied to both researchers and journals.…

Digital Libraries · Computer Science 2013-10-17 Emilio Ferrara , Alfonso E. Romero

The impact of individual scientists is commonly quantified using citation-based measures. The most common such measure is the h-index. A scientist's h-index affects hiring, promotion, and funding decisions, and thus shapes the progress of…

Digital Libraries · Computer Science 2021-09-15 Vladlen Koltun , David Hafner

How much is the h-index of an editor of a well ranked journal improved due to citations which occur after his or her appointment? Scientific recognition within academia is widely measured nowadays by the number of citations or h-index. Our…

Digital Libraries · Computer Science 2017-08-25 Claudiu Herteliu , Marcel Ausloos , Bogdan Vasile Ileanu , Giulia Rotundo , Tudorel Andrei

We propose a model to analyze citation growth and influences of fitness (competitiveness) factors in an evolving citation network. Applying the proposed method to modeling citations to papers and scholars in the InfoVis 2004 data, a…

Applications · Statistics 2012-05-03 Weimao Ke

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

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

The aim of this paper is to review the features, benefits and limitations of the new scientific evaluation products derived from Google Scholar; Google Scholar Metrics and Google Scholar Citations, as well as the h-index which is the…

Digital Libraries · Computer Science 2013-04-09 Alvaro Cabezas-Clavijo , Emilio Delgado Lopez-Cozar

Evaluation of researchers' output is vital for hiring committees and funding bodies, and it is usually measured via their scientific productivity, citations, or a combined metric such as h-index. Assessing young researchers is more critical…

Digital Libraries · Computer Science 2023-10-10 Fakhri Momeni , Philipp Mayr , Stefan Dietze

Science is a cumulative activity, which can manifest itself through the act of citing. Citations are also central to research evaluation, thus creating incentives for researchers to cite their own work. Using a dataset containing more than…

Digital Libraries · Computer Science 2023-03-07 Philippe Vincent-Lamarre , Vincent Larivière

We have developed a method to obtain robust quantitative bibliometric indicators for several thousand scientists. This allows us to study the dependence of bibliometric indicators (such as number of publications, number of citations, Hirsch…

Physics and Society · Physics 2008-11-26 Pablo Jensen , Jean-Baptiste Rouquier , Yves Croissant

Scientific impact has been the center of extended debate regarding its accuracy and reliability. From hiring committees in academic institutions to governmental agencies that distribute funding, an author's scientific success as measured by…

Social and Information Networks · Computer Science 2021-04-13 Giannis Nikolentzos , George Panagopoulos , Iakovos Evdaimon , Michalis Vazirgiannis

We present a simple generalization of Hirsch's h-index, Z = \sqrt{h^{2}+C}/\sqrt{5}, where C is the total number of citations. Z is aimed at correcting the potentially excessive penalty made by h on a scientist's highly cited papers,…

Physics and Society · Physics 2013-08-28 Alexander M. Petersen , Sauro Succi

The concept of h-index has been proposed to easily assess a researcher's performance with a single two-dimensional number. However, by using only this single number, we lose significant information about the distribution of the number of…

Digital Libraries · Computer Science 2013-09-03 Antonis Sidiropoulos , Dimitrios Katsaros , Yannis Manolopoulos

Citations are a key indicator of research impact but are shaped by factors beyond intrinsic research quality, including prestige, social networks, and thematic similarity. While the Matthew Effect explains how prestige accumulates and…

Digital Libraries · Computer Science 2025-02-20 Diego Kozlowski , Carolina Pradier , Pierre Benz , Natsumi Shokida , Jens Peter Andersen , Vincent Larivière

Citation analysis is used extensively in the bibliometrics literature to assess the impact of individual works, researchers, institutions, and even entire fields of study. In this paper, we analyze citations in one large and influential…

Digital Libraries · Computer Science 2023-01-31 Eitan Frachtenberg

The h-index has become a widely used metric for evaluating the productivity and citation impact of researchers. Introduced by physicist Jorge E. Hirsch in 2005, the h-index measures both the quantity (number of publications) and quality…

Digital Libraries · Computer Science 2025-03-19 Ali Borji
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