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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

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

Technology is a complex system, with technologies relating to each other in a space that can be mapped as a network. The technology network's structure can reveal properties of technologies and of human behavior, if it can be mapped…

Physics and Society · Physics 2017-05-09 Jeff Alstott , Giorgio Triulzi , Bowen Yan , Jianxi Luo

Context: As Industrial Cyber-Physical Systems (ICPS) become more connected and widely-distributed, often operating in safety-critical environments, we require innovative approaches to detect and diagnose the faults that occur in them.…

Software Engineering · Computer Science 2021-01-15 Barry Dowdeswell , Roopak Sinha , Stephen G. MacDonell

Analyzing privacy threats in software products is an essential part of software development to ensure systems are privacy-respecting; yet it is still a far from trivial activity. While there have been many advancements in the past decade,…

Cryptography and Security · Computer Science 2024-08-08 Kim Wuyts , Avi Douglen

This study investigates the relationship between innovation activities and firm-level productivity among early-stage high-tech startups in China. Using a proprietary dataset encompassing patent records, R&D expenditures, capital valuation,…

General Economics · Economics 2025-07-25 Victor , CHEN

Technologies and their production systems are used by archaeologists and anthropologists to study complexity of sociotechnical systems. However, there are several issues that hamper agreement about what constitutes complexity and how we can…

Computational Engineering, Finance, and Science · Computer Science 2022-12-01 Sebastian Fajardo , Jetty Kleijn , Frank W. Takes , Geeske H. J. Langejans

The present paper extends the literature investigating key drivers leading certain patents to exert a stronger influence on the subsequent technological developments (inventions) than other ones. We investigated six key determinants, as (i)…

Digital Libraries · Computer Science 2014-03-11 Antonio Messeni Petruzzelli , Daniele Rotolo , Vito Albino

Purpose: Citation-based assessments of countries' research capabilities often misrepresent their ability to achieve breakthrough advancements. These assessments commonly classify Japan as a developing country, which contradicts its…

Digital Libraries · Computer Science 2025-08-14 Alonso Rodriguez-Navarro

Technology is essential to innovation and economic prosperity. Understanding technological changes can guide innovators to find new directions of design innovation and thus make breakthroughs. In this work, we construct a technology fitness…

Machine Learning · Computer Science 2022-11-04 Shuo Jiang , Jianxi Luo

Science is driven by community endeavors across diverse fields and specializations, forming a complex structure that renders conventional performance evaluation methods inadequate. Using established indicators, the network-based normalized…

Digital Libraries · Computer Science 2026-02-09 Adarsh Raghuvanshi , Hrishidev Unni , Vinayak , Anirban Chakraborti

Economic complexity - a group of dimensionality-reduction methods that apply network science to trade data - represented a paradigm shift in development economics towards materializing the once-intangible concept of capabilities as…

General Economics · Economics 2026-04-08 Ziang Huang , Huashan Chen

Devising strategies for economic development in a globally competitive landscape requires a solid and unbiased understanding of countries technological advancements and similarities among export products. Both can be addressed through the…

Physics and Society · Physics 2017-09-01 Mika J. Straka , Guido Caldarelli , Fabio Saracco

Geometrical distance is an important constraining factor underpinning the emergence of social and economic interactions of complex systems. Yet, agent-based studies supported by granular analysis of distances are limited. Here, we develop a…

Physics and Society · Physics 2023-11-28 Eduardo Viegas , Orr Levy , Shlomo Havlin , Hideki Takayasu , Misako Takayasu

National policies aimed at fostering the effectiveness of scientific systems should be based on reliable strategic analysis identifying strengths and weaknesses at field level. Approaches and indicators thus far proposed in the literature…

Digital Libraries · Computer Science 2018-10-31 Giovanni Abramo , Ciriaco Andrea D'Angelo

We explore a quantitative approach to emerging technological sovereignty and geoeconomic power by assessing the relative positioning of countries with economic complexity methods applied to the structure of national venture-capital (VC)…

General Economics · Economics 2026-04-13 Benjamin Leroy , Davi Marim , El Ghali Benjelloun , Arthur Rozan Debeaurain , Jean-Michel Dalle

An integrated European Research Area (ERA) is a critical component for a more competitive and open European R&D system. However, the impact of EU-specific integration policies aimed at overcoming innovation barriers associated with national…

In recent years, the countries of the world have drafted the specifications of connected cars; for instance, the Security Credential Management System (SCMS) has been proposed by United States Department of Transportation (USDOT), and the…

Networking and Internet Architecture · Computer Science 2024-07-19 Abel C. H. Chen , Chia-Shen Chang

Accurate industry classification is critical for many areas of portfolio management, yet the traditional single-industry framework of the Global Industry Classification Standard (GICS) struggles to comprehensively represent risk for highly…

Portfolio Management · Quantitative Finance 2024-07-24 Maksim Papenkov

Categorization is an essential component for us to understand the world for ourselves and to communicate it collectively. It is therefore important to recognize that classification system are not necessarily static, especially for economic…

Social and Information Networks · Computer Science 2020-09-22 Jaehyuk Park , Morgan R. Frank , Lijun Sun , Hyejin Youn
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