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This paper elaborates how to identify and evaluate causal factors to improve scientific impact. Currently, analyzing scientific impact can be beneficial to various academic activities including funding application, mentor recommendation,…

数字图书馆 · 计算机科学 2022-02-18 Xiangjie Kong , Jun Zhang , Da Zhang , Yi Bu , Ying Ding , Feng Xia

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…

社会与信息网络 · 计算机科学 2014-12-16 Yuxiao Dong , Reid A. Johnson , Nitesh V. Chawla

Scholarly article impact reflects the significance of academic output recognised by academic peers, and it often plays a crucial role in assessing the scientific achievements of researchers, teams, institutions and countries. It is also…

数字图书馆 · 计算机科学 2020-08-11 Xiaomei Bai , Hui Liu , Fuli Zhang , Zhaolong Ning , Xiangjie Kong , Ivan Lee , Feng Xia

Citation prediction of scholarly papers is of great significance in guiding funding allocations, recruitment decisions, and rewards. However, little is known about how citation patterns evolve over time. By exploring the inherent involution…

数字图书馆 · 计算机科学 2020-08-13 Xiaomei Bai , Fuli Zhang , Ivan Lee

When looking into recent research trends in the field of academic landscape, citation network analysis is common and automated clustering of many academic papers has been achieved by making good use of various techniques. However,…

数字图书馆 · 计算机科学 2013-10-21 Akira Otsuki

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…

应用统计 · 统计学 2025-11-26 Buxin Su , Natalie Collina , Garrett Wen , Didong Li , Kyunghyun Cho , Jianqing Fan , Bingxin Zhao , Weijie Su

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…

数字图书馆 · 计算机科学 2023-01-31 Eitan Frachtenberg

Computer science research spans a diverse array of topics, with scholars exploring numerous subfields. This paper examines the self-reported research interests of the top 3,260 most cited computer science authors on Google Scholar. Using…

数字图书馆 · 计算机科学 2025-03-19 Atharva Rasane

The exponential growth in scientific publications poses a severe challenge for human researchers. It forces attention to more narrow sub-fields, which makes it challenging to discover new impactful research ideas and collaborations outside…

数字图书馆 · 计算机科学 2025-06-12 Xuemei Gu , Mario Krenn

Identification of new concepts in scientific literature can help power faceted search, scientific trend analysis, knowledge-base construction, and more, but current methods are lacking. Manual identification cannot keep up with the torrent…

信息检索 · 计算机科学 2021-03-24 Daniel King , Doug Downey , Daniel S. Weld

`SciHigh: Research Highlight Generation from Scientific Papers' focuses on the task of automatically generating concise, informative, and meaningful bullet-point highlights directly from scientific abstracts. The goal of this task is to…

计算机与社会 · 计算机科学 2026-01-21 Tohida Rehman , Debarshi Kumar Sanyal , Samiran Chattopadhyay

Stakeholders in the science system need to decide where to place their bets. Example questions include: Which areas of research should get more funding? Who should we hire? Which projects should we abandon and which new projects should we…

数字图书馆 · 计算机科学 2017-10-06 Richard Klavans , Kevin W. Boyack

A common consensus in the literature is that the citation profile of published articles in general follows a universal pattern - an initial growth in the number of citations within the first two to three years after publication followed by…

数字图书馆 · 计算机科学 2015-03-29 Tanmoy Chakraborty , Suhansanu Kumar , Pawan Goyal , Niloy Ganguly , Animesh Mukherjee

While scholarly citations are pivotal for assessing academic impact, they often reflect systemic biases beyond research quality. This study examines a critical yet underexplored driver of citation disparities: authors' structural positions…

数字图书馆 · 计算机科学 2025-12-29 Renlong Jie , Longfeng Zhao , Chen Chu , Danyang Jia , Zhen Wang

Many factors could affect the number of citations to a paper. Citations have an important role in research policy and in measuring the excellence of research and researchers. This work is the first study in software engineering (SE) to…

数字图书馆 · 计算机科学 2019-08-14 Mika Mäntylä , Vahid Garousi

It is hard to detect important articles in a specific context. Information retrieval techniques based on full text search can be inaccurate to identify main topics and they are not able to provide an indication about the importance of the…

数字图书馆 · 计算机科学 2016-07-28 Metin Doslu , Haluk O. Bingol

Following Henry Small in his approach to co-citation analysis, highly cited sources are seen as concept symbols of research fronts. But instead of co-cited sources I cluster citation links, which are the thematically least heterogenous…

数字图书馆 · 计算机科学 2022-01-26 Frank Havemann

Highly cited papers are influenced by external factors that are not directly related to the document's intrinsic quality. In this study, 50 characteristics for measuring the performance of 68 highly cited papers, from the Journal of the…

物理与社会 · 物理学 2023-06-26 Sepideh Fahimifar , Khadijeh Mousavi , Fatemeh Mozaffari , Marcel Ausloos

The growing focus in research policy worldwide on top scientists makes it increasingly important to define adequate supporting measures to help identify excellent scientists. Highly cited publications have since long been associated to…

数字图书馆 · 计算机科学 2013-07-26 Nadine Rons

Scientific publications play a vital role in the career of a researcher. However, some articles become more popular than others among the research community and subsequently drive future research directions. One of the indicative signs of…

数字图书馆 · 计算机科学 2021-04-13 Abdul Wahid , Rajesh Sharma , Chandra Sekhara Rao Annavarapu