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There has been a long history of research into the structure and evolution of mankind's scientific endeavor. However, recent progress in applying the tools of science to understand science itself has been unprecedented because only recently…

Statistical Mechanics · Physics 2009-11-10 Katy Börner , Jeegar T. Maru , Robert L. Goldstone

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

Assessing the influence of a scholar's work is an important task for funding organizations, academic departments, and researchers. Common methods, such as measures of citation counts, can ignore much of the nuance and multidimensionality of…

Human-Computer Interaction · Computer Science 2018-02-20 Jason Portenoy , Jessica Hullman , Jevin D. West

Citations are an important indicator of the state of a scientific field, reflecting how authors frame their work, and influencing uptake by future scholars. However, our understanding of citation behavior has been limited to small-scale…

Computation and Language · Computer Science 2016-09-06 David Jurgens , Srijan Kumar , Raine Hoover , Dan McFarland , Dan Jurafsky

In recent times, the academic ecosystem has seen a tremendous growth in number of authors and publications. While most temporal studies in this area focus on evolution of co-author and citation network structure, this systemic inflation has…

Social and Information Networks · Computer Science 2015-03-31 Yan Wu , Srinivasan Venkatramanan , Dah Ming Chiu

Whether citations can be objectively and reliably used to measure productivity and scientific quality of articles and researchers can, and should, be vigorously questioned. However, citations are widely used to estimate the productivity of…

Social and Information Networks · Computer Science 2026-01-26 George Chacko , Minhyuk Park , Vikram Ramavarapu , Ananth Grama , Pablo Robles-Granda , Tandy Warnow

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

Predicting the number of coauthors for researchers contributes to understanding the development of team science. However, it is an elusive task due to diversity in the collaboration patterns of researchers. This study provides a learning…

Digital Libraries · Computer Science 2020-03-23 Zheng Xie

Researchers usually come up with new ideas only after thoroughly comprehending vast quantities of literature. The difficulty of this procedure is exacerbated by the fact that the number of academic publications is growing exponentially. In…

Computation and Language · Computer Science 2023-06-06 Yi Xu , Shuqian Sheng , Bo Xue , Luoyi Fu , Xinbing Wang , Chenghu Zhou

The Hirsch's $h$-index is perhaps the most popular citation-based measure of the scientific excellence. In 2013 G. Ionescu and B. Chopard proposed an agent-based model for this index to describe a publications and citations generation…

Physics and Society · Physics 2022-09-14 Barbara Żogała-Siudem , Grzegorz Siudem , Anna Cena , Marek Gagolewski

A cognitive model of human learning provides information about skills a learner must acquire to perform accurately in a task domain. Cognitive models of learning are not only of scientific interest, but are also valuable in adaptive online…

Machine Learning · Computer Science 2018-06-22 Devendra Singh Chaplot , Christopher MacLellan , Ruslan Salakhutdinov , Kenneth Koedinger

Predicting the fast-rising young researchers (Academic Rising Stars) in the future provides useful guidance to the research community, e.g., offering competitive candidates to university for young faculty hiring as they are expected to have…

Digital Libraries · Computer Science 2016-06-21 Chuxu Zhang , Chuang Liu , Lu Yu , Zi-Ke Zhang , Tao Zhou

As large language models (LLMs) become more specialized, we envision a future where millions of expert LLMs exist, each trained on proprietary data and excelling in specific domains. In such a system, answering a query requires selecting a…

User simulation is important for developing and evaluating human-centered AI, yet current student simulation in educational applications has significant limitations. Existing approaches focus on single learning experiences and do not…

Computers and Society · Computer Science 2026-01-27 Zhengyuan Liu , Stella Xin Yin , Bryan Chen Zhengyu Tan , Roy Ka-Wei Lee , Guimei Liu , Dion Hoe-Lian Goh , Wenya Wang , Nancy F. Chen

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

Many real-world systems, such as transportation systems, ecological systems, and Internet systems, are complex systems. As an important tool for studying complex systems, computational experiments can map them into artificial society models…

Multiagent Systems · Computer Science 2025-07-29 Ming Zhang , Yiling Xuan , Qun Ma , Yuwei Guo

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…

Digital Libraries · Computer Science 2021-04-13 Abdul Wahid , Rajesh Sharma , Chandra Sekhara Rao Annavarapu

The success of research institutions heavily relies upon identifying the right researchers "for the job": researchers may need to identify appropriate collaborators, often from across disciplines; students may need to identify suitable…

Computation and Language · Computer Science 2021-06-01 Oana Cocarascu , Andrew McLean , Paul French , Francesca Toni

How to quantify the impact of a researcher's or an institution's body of work is a matter of increasing importance to scientists, funding agencies, and hiring committees. The use of bibliometric indicators, such as the h-index or the…

Physics and Society · Physics 2016-02-17 João A. G. Moreira , Xiao Han T. Zeng , Luís A. Nunes Amaral

Scientific literature till date can be thought of as a partially revealed landscape, where scholars continue to unveil hidden knowledge by exploring novel research topics. How do scholars explore the scientific landscape , i.e., choose…

Social and Information Networks · Computer Science 2015-03-11 Qiu Fang Ying , Srinivasan Venkatramanan , Dah Ming Chiu
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