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We propose an explanatory and computational theory of transformative discoveries in science. The theory is derived from a recurring theme found in a diverse range of scientific change, scientific discovery, and knowledge diffusion theories…

General Literature · Computer Science 2010-02-09 Chaomei Chen , Yue Chen , Mark Horowitz , Haiyan Hou , Zeyuan Liu , Don Pellegrino

Academic success is distributed unequally; a few top scientists receive the bulk of attention, citations, and resources. However, do these ``superstars" foster leadership in scientific innovation? We introduce three information-theoretic…

Digital Libraries · Computer Science 2023-01-09 Sean Kelty , Raiyan Abdul Baten , Adiba Mahbub Proma , Ehsan Hoque , Johan Bollen , Gourab Ghoshal

The intention of this work is to analyze top scientists' collaboration behavior at the "international", "domestic extramural" and "intramural" levels, and compare it to that of their lesser performing colleagues. The field of observation…

Digital Libraries · Computer Science 2019-09-19 Giovanni Abramo , Ciriaco Andrea D'Angelo , Flavia Di Costa

Despite persistent efforts to understand the dynamics of creativity of scientists over careers in terms of productivity, impact, and prize, little is known about the dynamics of scientists' disruptive efforts that affect individual academic…

Physics and Society · Physics 2024-05-28 Shuang Zhang , Feifan Liu , Haoxiang Xia

The affiliation with various social groups can be a critical factor when it comes to quality of life of each individual, making such groups an essential element of every society. The group dynamics, longevity and effectiveness strongly…

Physics and Society · Physics 2017-02-14 Jelena Smiljanić , Marija Mitrović Dankulov

We show that the space in which scientific, technological and economic developments interplay with each other can be mathematically shaped using pioneering multilayer network and complexity techniques. We build the tri-layered network of…

In this work we analyze how reputation-based interactions influence the emergence of innovations. To do so, we make use of a dynamic model that mimics the discovery process by which, at each time step, a pair of individuals meet and merge…

Physics and Society · Physics 2024-03-07 Pablo Gallarta-Sáenz , Hugo Pérez-Martínez , Jesús Gómez-Gardeñes

Innovation emerges from complex collaboration patterns - among inventors, firms, or institutions. However, not much is known about the overall mesoscopic structure around which inventive activity self-organizes. Here, we tackle this problem…

General Economics · Economics 2026-01-19 Lorenzo Emer , Anna Gallo , Mattia Marzi , Andrea Mina , Tiziano Squartini , Andrea Vandin

Randomized experiments, or A/B tests are used to estimate the causal impact of a feature on the behavior of users by creating two parallel universes in which members are simultaneously assigned to treatment and control. However, in social…

Social and Information Networks · Computer Science 2019-02-20 Craig Tutterow , Guillaume Saint-Jacques

Appraisal of the scientific impact of researchers, teams and institutions with productivity and citation metrics has major repercussions. Funding and promotion of individuals and survival of teams and institutions depend on publications and…

Physics and Society · Physics 2015-05-13 John P. A. Ioannidis

There are inherent challenges to interdisciplinary research collaboration, such as bridging cognitive gaps and balancing transaction costs with collaborative benefits. This raises the question: Does interdisciplinary research necessarily…

Social and Information Networks · Computer Science 2020-02-04 Shihui Feng , Alec Kirkley

An increased interdisciplinarity in science projects has been highlighted as crucial to tackle complex real-world challenges, but also as beneficial for the development of disciplines themselves. This paper introduces a parcimonious…

Physics and Society · Physics 2020-07-01 Juste Raimbault

This article examines the relationship between acquaintanceship and coauthorship patterns in a multi-disciplinary, multi-institutional, geographically distributed research center. Two social networks are constructed and compared: a network…

Computers and Society · Computer Science 2011-10-19 Alberto Pepe

In this paper we establish fundamental limits on the performance of knowledge sharing in opportunistic social net- works. In particular, we introduce a novel information-theoretic model to characterize the performance limits of knowledge…

Networking and Internet Architecture · Computer Science 2015-05-14 Mai ElSherief , Tamer ElBatt , Ahmed Zahran , Ahmed Helmy

We review and conceptualize recent advances in causal inference under network interference, drawing on a complex and diverse body of work that ranges from causal inference, statistical network analysis, economics, the health sciences, and…

Methodology · Statistics 2025-08-12 Subhankar Bhadra , Michael Schweinberger

We examine the innovation of researchers with long-lived careers in Computer Science and Physics. Despite the epistemological differences between such disciplines, we consistently find that a researcher's most innovative publication occurs…

Digital Libraries · Computer Science 2023-01-18 Mingtang Li , Giacomo Livan , Simone Righi

Community effects on the behaviour of individuals, the community itself and other communities can be observed in a wide range of applications. This is true in scientific research, where communities of researchers have increasingly to…

Social and Information Networks · Computer Science 2010-12-01 Václav Belák , Marcel Karnstedt , Conor Hayes

In addition to seamless connectivity and smartness, the objects in the Internet of Things (IoT) are expected to have the social capabilities -- these objects are termed as ``social objects''. In this paper, an intuitive paradigm of social…

Artificial Intelligence · Computer Science 2020-02-27 Kashif Zia

How does the number of collaborators affect individual productivity? Results of prior research have been conflicting, with some studies reporting an increase in individual productivity as the number of collaborators grows, while other…

Human-Computer Interaction · Computer Science 2019-11-28 Goran Muric , Andres Abeliuk , Kristina Lerman , Emilio Ferrara

Power dynamics influence every aspect of scientific collaboration. Team power dynamics can be measured by team power level and team power hierarchy. Team power level is conceptualized as the average level of the possession of resources,…

Physics and Society · Physics 2022-04-18 Huimin Xu , Yi Bu , Meijun Liu , Chenwei Zhang , Mengyi Sun , Yi Zhang , Eric Meyer , Eduardo Salas , Ying Ding