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Training data influence estimation methods quantify the contribution of training documents to a model's output, making them a promising source of information for example-based explanations. As humans cannot interpret thousands of documents,…

Computation and Language · Computer Science 2026-04-10 Loris Schoenegger , Benjamin Roth

The evaluation of journals based on their influence is of interest for numerous reasons. Various methods of computing a score have been proposed for measuring the scientific influence of scholarly journals. Typically the computation of any…

Digital Libraries · Computer Science 2016-04-14 Snehanshu Saha , Neelam Jangid , Anand MN , Sidhant Gupta

The new web-based academic communication platforms do not only enable researchers to better advertise their academic outputs, making them more visible than ever before, but they also provide a wide supply of metrics to help authors better…

Digital Libraries · Computer Science 2018-04-17 Alberto Martín-Martín , Enrique Orduna-Malea , Emilio Delgado López-Cózar

The scientific impact of academic papers is influenced by intricate factors such as dynamic popularity and inherent contribution. Existing models typically rely on static graphs for citation count estimation, failing to differentiate among…

Social and Information Networks · Computer Science 2024-09-04 Zhikai Xue , Guoxiu He , Zhuoren Jiang , Sichen Gu , Yangyang Kang , Star Zhao , Wei Lu

Because the Impact Factor (IF) is an average quantity and most journals are small, IFs are volatile. We study how a single paper affects the IF using data from 11639 journals in the 2017 Journal Citation Reports. We define as volatility the…

Digital Libraries · Computer Science 2019-10-15 Manolis Antonoyiannakis

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 aim of this paper is twofold:1)contribute to a better understanding of the place of women in Economics and Management disciplines by characterizing the difference in levels of scientific collaboration between men and women at the…

General Economics · Economics 2020-12-01 Abdelghani Maddi , Yves Gingras

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

Citation based measures are widely used as quantitative proxies for subjective factors such as the importance of a paper or even the worth of individual researchers. Here we analyze the citation histories of $4669$ papers published in…

Digital Libraries · Computer Science 2022-01-27 Sandro M. Reia , José F. Fontanari

In this study we analyse the key driving factors of preprints in enhancing scholarly communication. To this end we use four groups of metrics, one referring to scholarly communication and based on bibliometric indicators (Web of Science and…

Digital Libraries · Computer Science 2020-12-01 Zhiqi Wang , Yue Chen , Wolfgang Glänzel

With the passage of more time from the original date of publication, the measure of the impact of scientific works using subsequent citation counts becomes more accurate. However the measurement of individual and organizational research…

Digital Libraries · Computer Science 2018-11-06 Giovanni Abramo , Tindaro Cicero , Ciriaco Andrea D'Angelo

Data collected by social media platforms have recently been introduced as a new source for indicators to help measure the impact of scholarly research in ways that are complementary to traditional citation-based indicators. Data generated…

Digital Libraries · Computer Science 2013-08-09 Stefanie Haustein , Isabella Peters , Cassidy R. Sugimoto , Mike Thelwall , Vincent Larivière

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

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

One is inclined to conceptualize impact in terms of citations per publication, and thus as an average. However, citation distributions are skewed, and the average has the disadvantage that the number of publications is used in the…

Digital Libraries · Computer Science 2012-04-10 Loet Leydesdorff

In recent years, many studies have been focusing on predicting the scientific impact of research papers. Most of these predictions are based on citations count or rely on features obtainable only from already published papers. In this…

Information Retrieval · Computer Science 2024-06-19 Riccardo Vella , Andrea Vitaletti , Fabrizio Silvestri

Aggregated journal-journal citation networks based on the Journal Citation Reports 2004 of the Science Citation Index (5968 journals) and the Social Science Citation Index (1712 journals) are made accessible from the perspective of any of…

Digital Libraries · Computer Science 2009-11-17 Loet Leydesdorff

Retracted citations remain a significant concern in academia as they perpetuate misinformation and compromise the integrity of scientific literature despite their invalidation. To analyze the impact of retracted citations, we focused on two…

Information Retrieval · Computer Science 2025-02-04 Kiran Sharmaa , Parul Khurana

Quantile regression presents a complete picture of the effects on the location, scale, and shape of the dependent variable at all points, not just the mean. We focus on two challenges for citation count analysis by quantile regression:…

Methodology · Statistics 2021-07-14 Marzieh Shahmandi , Paul Wilson , Mike Thelwall

Using a set of over 70.000 records from PLOS One journal consisting of 37 lexical, sentiment and bibliographic variables we perform analysis backed with machine learning methods to predict the class of popularity of scientific papers…

Physics and Society · Physics 2023-07-19 Robert Jankowski , Julian Sienkiewicz