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A fundamental problem in citation analysis is the prediction of the long-term citation impact of recent publications. We propose a model to predict a probability distribution for the future number of citations of a publication. Two…

Digital Libraries · Computer Science 2015-09-10 Clara Stegehuis , Nelly Litvak , Ludo Waltman

Most real-world networks exhibit community structure, a phenomenon characterized by existence of node clusters whose intra-edge connectivity is stronger than edge connectivities between nodes belonging to different clusters. In addition to…

Machine Learning · Statistics 2016-04-20 Brian Baingana , Georgios B. Giannakis

Citation metrics are analytic measures used to evaluate the usage, impact and dissemination of scientific research. Traditionally, citation metrics have been independently measured at each level of the publication pyramid, namely at the…

Digital Libraries · Computer Science 2017-07-04 Jacques Balayla

Contemporary scientometric indicators remain anchored in paradigms and axioms from when academic research was conducted in small scholarly communities. With the global proliferation of scientific research, academia is now organized in large…

Digital Libraries · Computer Science 2026-05-05 Han Zhang , Anshuman Sabath , Timothy W. Dunn , L. Catherine Brinson

We study how a single paper affects the Impact Factor (IF) by analyzing data from 3,088,511 papers published in 11639 journals in the 2017 Journal Citation Reports of Clarivate Analytics. We find that IFs are highly volatile. For example,…

Digital Libraries · Computer Science 2021-04-21 Manolis Antonoyiannakis

More than 30 years after Cronin's seminal paper on "the need for a theory of citing" (Cronin, 1981), the metrics community is once again in need of a new theory, this time one for so-called "altmetrics". Altmetrics, short for alternative…

Digital Libraries · Computer Science 2015-02-20 Stefanie Haustein , Timothy D. Bowman , Rodrigo Costas

As a key to accessing research impact, citation dynamics underpins research evaluation, scholarly recommendation, and the study of knowledge diffusion. Citation prediction is particularly critical for newborn papers, where early assessment…

Social and Information Networks · Computer Science 2026-02-17 Mingfei Lu , Mengjia Wu , Jiawei Xu , Weikai Li , Feng Liu , Ying Ding , Yizhou Sun , Jie Lu , Yi Zhang

A journal's impact and similarity with rivals is closely related to its competitive intensity. A subject area can be considered as an ecological system of journals, and can then be measured using the competitive intensity concept from plant…

Digital Libraries · Computer Science 2022-12-01 Zheng Ma , Zhenglu Yu , Yuntao Pan , Yishan Wu

Citation counts and related metrics have pervasive uses and misuses in academia and research appraisal, serving as scholarly influence and recognition measures. Hence, comprehending the citation patterns exhibited by authors is essential…

Clustering methods are applied regularly in the bibliometric literature to identify research areas or scientific fields. These methods are for instance used to group publications into clusters based on their relations in a citation network.…

Digital Libraries · Computer Science 2016-05-02 Lovro Šubelj , Nees Jan van Eck , Ludo Waltman

As science advances, the academic community has published millions of research papers. Researchers devote time and effort to search relevant manuscripts when writing a paper or simply to keep up with current research. In this paper, we…

Information Retrieval · Computer Science 2019-01-01 Haofeng Jia , Erik Saule

Peer review in academic research aims not only to ensure factual correctness but also to identify work of high scientific potential that can shape future research directions. This task is especially critical in fast-moving fields such as…

Applications · Statistics 2025-11-26 Buxin Su , Natalie Collina , Garrett Wen , Didong Li , Kyunghyun Cho , Jianqing Fan , Bingxin Zhao , Weijie Su

The temporal dimension of citation accumulation poses fundamental challenges for quantitative research evaluations, particularly in assessing disruptive and consolidating research through the disruption index (D). While prior studies…

Digital Libraries · Computer Science 2026-04-21 Hongkan Chen , Lutz Bornmann , Yi Bu

The study of citations in the scientific literature crosses the boundaries between the traditional branches of science and stands on its own as a most profitable research field dubbed the `science of science'. Although the understanding of…

Digital Libraries · Computer Science 2021-02-16 Sandro M. Reia , José F. Fontanari

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

Journal metrics are employed for the assessment of scientific scholar journals from a general bibliometric perspective. In this context, the Thomson Reuters journal impact factors (JIF) are the citation-based indicators most used. The…

Digital Libraries · Computer Science 2013-04-19 Pablo Dorta-Gonzalez , Maria Isabel Dorta-Gonzalez

In this paper, we show that citation counts work better than a random baseline (by a margin of 10%) in distinguishing excellent research, while Mendeley reader counts don't work better than the baseline. Specifically, we study the potential…

Digital Libraries · Computer Science 2018-02-15 Drahomira Herrmannova , Robert M. Patton , Petr Knoth , Christopher G. Stahl

The scientific community discourages authors of research papers from citing papers that did not influence them. Such "rhetorical" citations are assumed to degrade the literature and incentives for good work. While a world where authors cite…

Digital Libraries · Computer Science 2023-04-18 Honglin Bao , Misha Teplitskiy

Google Scholar has been well received by the research community. Its promises of free, universal and easy access to scientific literature as well as the perception that it covers better than other traditional multidisciplinary databases the…

Digital Libraries · Computer Science 2017-10-17 Emilio Delgado López-Cózar , Nicolás Robinson-Garcia , Daniel Torres-Salinas

The Journal Impact Factor and other indicators that assess the average citation rate of articles in a journal are consulted by many academics and research evaluators, despite initiatives against overreliance on them. Despite this, there is…

Digital Libraries · Computer Science 2023-07-31 Mike Thelwall , Kayvan Kousha , Mahshid Abdoli , Emma Stuart , Meiko Makita , Paul Wilson , Jonathan Levitt
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