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An empirical investigation of the interaction of sample size and discretization - in this case the entropy-based method CAIM (Class-Attribute Interdependence Maximization) - was undertaken to evaluate the impact and potential bias…

Machine Learning · Statistics 2012-01-09 Casey Bennett

The expectation that scientific productivity follows regular patterns over a career underpins many scholarly evaluations. However, recent studies of individual productivity patterns reveal a puzzle: the average number of papers published…

Applications · Statistics 2026-02-13 Sam Zhang , Nicholas LaBerge , Samuel F. Way , Daniel B. Larremore , Aaron Clauset

The acceleration of artificial intelligence (AI) in science is recognized and many scholars have begun to explore its role in interdisciplinary collaboration. However, the mechanisms and extent of this impact are still unclear. This study,…

Digital Libraries · Computer Science 2025-10-28 Naixuan Zhao , Chunli Wei , Xinyan Zhang , Jiang Li

This article reviews how empirical research of exploratory search is conducted. We investigated aspects of interdisciplinarity, study settings and evaluation methodologies from a systematically selected sample of 231 publications from…

Information Retrieval · Computer Science 2023-12-25 Alan Medlar , Denis Kotkov , Dorota Glowacka

Science is becoming increasingly more interdisciplinary, giving rise to more diversity in the areas of expertise within research labs and groups. This also have brought changes to the role researchers in scientific works. As a consequence,…

Digital Libraries · Computer Science 2017-03-31 Edilson A. Corrêa , Filipi N. Silva , Luciano da F. Costa , Diego R. Amancio

Academic research groups are treated as complex systems and their cooperative behaviour is analysed from a mathematical and statistical viewpoint. Contrary to the naive expectation that the quality of a research group is simply given by the…

Physics and Society · Physics 2011-02-28 Ralph Kenna , Bertrand Berche

The demand for global university league tables has been high over the past two decades. However, significant criticism of their methodologies is accumulating without being addressed. I revisit global university league tables by normalizing…

Physics and Society · Physics 2023-08-22 Saulo Mendes

We use citation data of scientific articles produced by individual nations in different scientific domains to determine the structure and efficiency of national research systems. We characterize the scientific fitness of each nation (that…

Physics and Society · Physics 2015-06-22 Giulio Cimini , Andrea Gabrielli , Francesco Sylos Labini

We investigate the impact of transitive reduction on citation networks. Our hypothesis is that documents which lose fewer citations under transitive reduction are likely to be interdisciplinary, while a large loss of citations suggests a…

Physics and Society · Physics 2025-08-05 H. AlMuhanna , V. Vasiliauskaite , T. S. Evans

Recent artificial intelligence has developed rapidly with significant interdisciplinary expansion, yet existing studies often treat it as a whole, lacking systematic long-term subfield comparisons and structural analyses, thereby limiting…

Digital Libraries · Computer Science 2026-05-12 Zeyu Li , Yalan Jin , Shuyu Chen , Tingxin Jiang , Xinyi Chang , Lu Yuan

Many different measures are used to assess academic research excellence and these are subject to ongoing discussion and debate within the scientometric, university-management and policy-making communities internationally. One topic of…

Digital Libraries · Computer Science 2014-09-23 O. Mryglod , R. Kenna , Yu. Holovatch , B. Berche

Inspired by the social and economic benefits of diversity, we analyze over 9 million papers and 6 million scientists to study the relationship between research impact and five classes of diversity: ethnicity, discipline, gender,…

Digital Libraries · Computer Science 2020-11-24 Bedoor K AlShebli , Talal Rahwan , Wei Lee Woon

By analyzing a unique dataset of more than 270,000 scientists, we discovered substantial gender differences in scientific collaborations. While men are more likely to collaborate with other men, women are more egalitarian. This is…

Digital Libraries · Computer Science 2017-07-05 Eduardo B. Araujo , Nuno A. M. Araujo , Andre A. Moreira , Hans J. Herrmann , J. S. Andrade

Seismology has several features that suggest it is a highly internationalized field: the subject matter is global, the tools used to analyse seismic waves are dependent upon information technologies, and governments are interested in…

Digital Libraries · Computer Science 2009-12-09 Caroline S. Wagner , Loet Leydesdorff

The present politically correct consensus is that increased exchange of scientific insight, knowledge, practitioners and skills at the global level brings significant benefits to all. The quantifiable scientometric changes during the last…

Physics and Society · Physics 2017-05-23 Klaus Jaffe

Using data from co-authorships at the international level in all fields of science in 1990 and 2000, and within six case studies at the sub-field level in 2000, different explanations for the growth of international collaboration in science…

Physics and Society · Physics 2009-11-24 Caroline S. Wagner , Loet Leydesdorff

While not all researchers prioritize social impact, it is undeniably a crucial aspect that adds significance to their work. The objective of this paper is to explore potential gender differences in the social attention paid to researchers…

Social and Information Networks · Computer Science 2023-08-23 Sara M. González-Betancor , Pablo Dorta-González

A large host of scientific journals and conferences solicit peer reviews from multiple reviewers for the same submission, aiming to gather a broader range of perspectives and mitigate individual biases. In this work, we reflect on the role…

Digital Libraries · Computer Science 2024-11-19 Navita Goyal , Ivan Stelmakh , Nihar Shah , Hal Daumé

Artificial intelligence (AI) has emerged as one of the most promising technologies to support COVID-19 research, with interdisciplinary collaborations between medical professionals and AI specialists being actively encouraged since the…

Computers and Society · Computer Science 2023-04-19 Diletta Abbonato , Stefano Bianchini , Floriana Gargiulo , Tommaso Venturini

Women and men pursue different but complementary forms of scientific innovation. Analyzing 261,452 solo-authored papers by U.S. scholars, with patterns confirmed by millions of multi-authored articles, we show that women more often bridge…

Digital Libraries · Computer Science 2026-03-24 C. Biliotti , M. Riccaboni , J. W. Lockhart , J. A. Evans
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