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 …

Eigenvector-based centrality measures for temporal networks

D Taylor, SA Myers, A Clauset, MA Porter… - Multiscale Modeling & …, 2017 - SIAM
Numerous centrality measures have been developed to quantify the importances of nodes in
time-independent networks, and many of them can be expressed as the leading eigenvector …

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 …

Comparison of bibliographic data sources: Implications for the robustness of university rankings

CK Huang, C Neylon, C Brookes-Kenworthy… - Quantitative Science …, 2020 - direct.mit.edu
Universities are increasingly evaluated on the basis of their outputs. These are often
converted to simple and contested rankings with substantial implications for recruitment …

The coverage of Microsoft Academic: Analyzing the publication output of a university

SE Hug, MP Brändle - Scientometrics, 2017 - Springer
This is the first detailed study on the coverage of Microsoft Academic (MA). Based on the
complete and verified publication list of a university, the coverage of MA was assessed and …

Citation analysis with microsoft academic

SE Hug, M Ochsner, MP Brändle - Scientometrics, 2017 - Springer
We explore if and how Microsoft Academic (MA) could be used for bibliometric analyses.
First, we examine the Academic Knowledge API (AK API), an interface to access MA data …

Construction, comparison and evolution of networks in life sciences and other disciplines

DM Gysi, K Nowick - Journal of the Royal Society …, 2020 - royalsocietypublishing.org
Network approaches have become pervasive in many research fields. They allow for a more
comprehensive understanding of complex relationships between entities as well as their …

Disclosing the interactive mechanism behind scientists' topic selection behavior from the perspective of the productivity and the impact

S Huang, Y Huang, Y Bu, Z Luo, W Lu - Journal of Informetrics, 2023 - Elsevier
The productivity and the impact are two most recognized aspects to evaluate the research
performance of scientists. Figuring out whether and how these two factors shape the …

Impact of field of study (FoS) on authors' citation trend

L Zafar, N Masood, S Ayaz - Scientometrics, 2023 - Springer
A significant aspect in scientific research is evaluating the impact of scientific contribution of
an author. Authors select a particular Field of Study (FoS) to work in, based on their interest …

Evolutions of semantic consistency in research topic via contextualized word embedding

S Huang, W Lu, Q Cheng, Z Luo, Y Huang - Information Processing & …, 2024 - Elsevier
Topic evolution has been studied extensively in the field of the science of science. This study
first analyzes topic evolution pattern from topics' semantic consistency in the semantic vector …