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The phenomenon of innovation has been shifting away from focusing on tangible to intangible modernization with its vitalizing context. This shift appears vitally in innovation developed by individual end-users in organizations and…

Computers and Society · Computer Science 2022-03-01 Reem Aman , Shah J. Miah , Janet Dzator

The purpose of this study is to investigate the structure and evolution of knowledge spillovers across technological domains. Specifically, dynamic patterns of knowledge flow among 29 technological domains, measured by patent citations for…

Social and Information Networks · Computer Science 2017-06-23 Jieun Kim , Christopher L. Magee

Despite the vast literature on the diffusion of innovations that impacts a broad range of disciplines, our understanding of the abandonment of innovations remains limited yet is essential for a deeper understanding of the innovation…

Physics and Society · Physics 2024-12-11 Binglu Wang , Ching Jin , Chaoming Song , Johannes Bjelland , Brian Uzzi , Dashun Wang

The process of innovation follows non-linear patterns across the domains of science, technology, and the economy. Novel bibliometric mapping techniques can be used to investigate and represent distinctive, but complementary perspectives on…

Digital Libraries · Computer Science 2013-01-30 Loet Leydesdorff , Daniele Rotolo , Wouter de Nooy

Firms' positions in innovation networks determine their access to external knowledge, yet how these positions shape technological search behavior and influence productivity remains underexplored. We propose that central network positions…

Physics and Society · Physics 2026-04-22 Han-Yun Tu , Xiang Yang , Si-Yao Wei

Invention has been commonly conceptualized as a search over a space of combinatorial possibilities. Despite the existence of a rich literature, spanning a variety of disciplines, elaborating on the recombinant nature of invention, we lack a…

Physics and Society · Physics 2015-04-30 Hyejin Youn , Luis M. A. Bettencourt , Deborah Strumsky , Jose Lobo

In this paper, we tackle a challenging problem inherent in a series of applications: tracking the influential nodes in dynamic networks. Specifically, we model a dynamic network as a stream of edge weight updates. This general model…

Social and Information Networks · Computer Science 2017-08-25 Yu Yang , Zhefeng Wang , Jian Pei , Enhong Chen

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

Technological knowledge evolves not only through the generation of new ideas, but also through the reinterpretation of existing ones. Reinterpretations lead to changes in the classification of knowledge, that is, reclassification. This…

General Economics · Economics 2025-06-11 Peter Persoon

In order to create new products, inventors search and combine previous ideas. Few studies have examined the characteristics of search that lead to new products; most have focused on patent citations, which are often retrospective and may…

Human-Computer Interaction · Computer Science 2013-11-05 Harris Kyriakou , Jeffrey V. Nickerson

Theories of innovation emphasize the role of social networks and teams as facilitators of breakthrough discoveries. Around the world, scientists and inventors today are more plentiful and interconnected than ever before. But while there are…

Computers and Society · Computer Science 2023-10-27 Yiling Lin , Carl Benedikt Frey , Lingfei Wu

Considering collaborative patent development, we provide micro-level evidence for innovation through exchanges of differentiated knowledge. Knowledge embodied in a patent is proxied by word pairs appearing in its abstract, while novelty is…

General Economics · Economics 2022-11-07 Tomoya Mori , Jonathan Newton , Shosei Sakaguchi

The ways in which an innovation (e.g., new behaviour, idea, technology, product) diffuses among people can determine its success or failure. In this paper, we address the problem of diffusion of innovations over multiplex social networks…

Social and Information Networks · Computer Science 2014-08-26 Rasoul Ramezanian , Mostafa Salehi , Matteo Magnani , Danilo Montesi

We reconstruct the innovation dynamics of about two hundred thousand companies by following their patenting activity for about ten years. We define the technological portfolios of these companies as the set of the technological sectors…

Physics and Society · Physics 2021-10-06 Matteo Straccamore , Luciano Pietronero , Andrea Zaccaria

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

Scientists and inventors set the direction of their work amidst an evolving landscape of questions, opportunities, and challenges. This paper introduces a measurement framework to quantify how far researchers move from their existing…

Digital Libraries · Computer Science 2024-08-26 Ryan Hill , Yian Yin , Carolyn Stein , Xizhao Wang , Dashun Wang , Benjamin F. Jones

Research and innovation is important agenda for any company to remain competitive in the market. The relationship between innovation and revenue is a key metric for companies to decide on the amount to be invested for future research. Two…

Digital Libraries · Computer Science 2020-04-22 Mayank Singh , Arindam Pal , Lipika Dey , Animesh Mukherjee

As networking systems become increasingly complex, achieving disruptive innovation grows more challenging. At the same time, recent progress in Large Language Models (LLMs) has shown strong potential for scientific hypothesis formation and…

Networking and Internet Architecture · Computer Science 2026-03-30 Mengrui Zhang , Bang Huang , Yunxin Xu , Haiying Huang , Luxi Zhao , Mochun Long , Qingyu Song , Qiao Xiang , Xue Liu , Jiwu Shu

The notion of the "adjacent possible" has been advanced to theorize the generation of novelty across many different research domains. This study is an attempt to examine in what way the notion can be made empirically useful for innovation…

General Economics · Economics 2025-08-28 Josef Taalbi

Networks built to model real world phenomena are characeterised by some properties that have attracted the attention of the scientific community: (i) they are organised according to community structure and (ii) their structure evolves with…

Social and Information Networks · Computer Science 2019-09-04 Giulio Rossetti , Rémy Cazabet