The science of science: From the perspective of complex systems

A Zeng, Z Shen, J Zhou, J Wu, Y Fan, Y Wang… - Physics reports, 2017 - Elsevier
The science of science (SOS) is a rapidly developing field which aims to understand,
quantify and predict scientific research and the resulting outcomes. The problem is …

Academic social networks: Modeling, analysis, mining and applications

X Kong, Y Shi, S Yu, J Liu, F Xia - Journal of Network and Computer …, 2019 - Elsevier
In the fast-growing scholarly big data background, social network technologies have recently
aroused widespread attention in academia and industry. The concept of academic social …

Early coauthorship with top scientists predicts success in academic careers

W Li, T Aste, F Caccioli, G Livan - Nature communications, 2019 - nature.com
We examined the long-term impact of coauthorship with established, highly-cited scientists
on the careers of junior researchers in four scientific disciplines. Here, using matched pair …

Predicting citation counts based on deep neural network learning techniques

A Abrishami, S Aliakbary - Journal of Informetrics, 2019 - Elsevier
With the growing number of published scientific papers world-wide, the need to evaluation
and quality assessment methods for research papers is increasing. Scientific fields such as …

Increasing trend of scientists to switch between topics

A Zeng, Z Shen, J Zhou, Y Fan, Z Di, Y Wang… - Nature …, 2019 - nature.com
Despite persistent efforts in understanding the creativity of scientists over different career
stages, little is known about the underlying dynamics of research topic switching that drives …

Early-career factors largely determine the future impact of prominent researchers: evidence across eight scientific fields

A Krauss, L Danús, M Sales-Pardo - Scientific Reports, 2023 - nature.com
Can we help predict the future impact of researchers using early-career factors? We analyze
early-career factors of the world's 100 most prominent researchers across 8 scientific fields …

Analyzing linguistic complexity and scientific impact

C Lu, Y Bu, X Dong, J Wang, Y Ding, V Larivière… - Journal of …, 2019 - Elsevier
The number of publications and the number of citations received have become the most
common indicators of scholarly success. In this context, scientific writing increasingly plays …

Data mining and information retrieval in the 21st century: A bibliographic review

J Liu, X Kong, X Zhou, L Wang, D Zhang, I Lee… - Computer science …, 2019 - Elsevier
Abstract Data Mining and Information Retrieval is an emerging interdisciplinary discipline
dealing with Information Retrieval and Data Mining techniques. It has undergone rapid …

Citation burst prediction in a bibliometric network

T Amjad, N Shahid, A Daud, A Khatoon - Scientometrics, 2022 - Springer
In the field of computer science, both journal and conference publications are considered
valuable. The popularity of an author is mostly determined by the paper's high citations in a …

Does early publishing in top journals really predict long-term scientific success in the business field?

L Hou, Q Wu, Y Xie - Scientometrics, 2022 - Springer
The soaring number of researchers has led to increasingly intense competition in academia.
Early identification of scientists' potential is a practical but difficult issue currently attracting …