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This article examines the proportion of technical knowledge that is eventually patented and discusses implications for innovation. Drawing from economic theory and information science, the study considers a continuum from raw data to…

General Economics · Economics 2025-04-17 Gaetan de Rassenfosse

Systems engineering has developed a mature knowledge on how to design, integrate and manage complex industrial systems, whereas disciplines studying complex systems in nature or society also propose numerous tools for their understanding.…

Computers and Society · Computer Science 2018-05-28 Juste Raimbault

Artificial intelligence (AI) is a key enabler of innovation against climate change. In this study, we investigate the intersection of AI and climate adaptation and mitigation technologies through patent analyses of a novel dataset of…

General Economics · Economics 2025-09-15 Lorenzo Emer , Andrea Mina , Andrea Vandin

We study a simple model for the evolution of the cost (or more generally the performance) of a technology or production process. The technology can be decomposed into $n$ components, each of which interacts with a cluster of $d-1$ other,…

Physics and Society · Physics 2014-07-25 James McNerney , J. Doyne Farmer , Sid Redner , Jessika E. Trancik

Many studies have analyzed empirically the determinants of survival for innovative startup companies using data about the characteristics of entrepreneurs and management or focusing on firm- and industry-specific variables. However, no…

General Finance · Quantitative Finance 2020-05-26 Riccardo Gianluigi Serio , Maria Michela Dickson , Diego Giuliani , Giuseppe Espa

Understanding the factors driving innovation in energy technologies is of critical importance to mitigating climate change and addressing other energy-related global challenges. Low levels of innovation, measured in terms of energy patent…

Physics and Society · Physics 2014-03-05 Luis M. A. Bettencourt , Jessika E. Trancik , Jasleen Kaur

We introduce a complex systems perspective on innovation in networks in which innovation is conceptualized as a form of creative act associated with the dynamics and evolution of business network. We show how innovation is a form of…

Adaptation and Self-Organizing Systems · Physics 2012-03-08 Ian Wilkinson , Louise Young

Economic transformation -- change in what an economy produces -- is foundational to development and rising standards of living. Our understanding of this process has been propelled recently by two branches of work in the field of economic…

Physics and Society · Physics 2023-03-28 James McNerney , Yang Li , Andres Gomez-Lievano , Frank Neffke

The rising share of abundant renewable energy inevitably increases volatility in the electricity production. The concept of sector coupling means that the volatility of electricity production to a large degree can be absorbed by dispatching…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-04-29 P. Bechtle , O. Freyermuth , M. Geffers , M. Giffels , M. Hübner , F. Kirfel , J. Kreutz , S. Krieg , S. Matberg , M. Schnepf

Industrial sectors such as urban centers, chemical companies, manufacturing facilities, and microgrids are actively exploring strategies to help reduce their carbon footprint. For instance, university campuses are complex urban districts…

Optimization and Control · Mathematics 2024-01-19 Blake Lopez , Jiaze Ma , Victor M. Zavala

Nowadays all industrial sectors are increasingly faced with the explosion in the amount of data. Therefore, it raises the question of the efficient use of this large amount of data. In this research work, we are concerned with process and…

Computers and Society · Computer Science 2018-11-01 Thierno Diallo , Sébastien Henry , Yacine Ouzrout

Few attempts have been proposed in order to describe the statistical features and historical evolution of the export bipartite matrix countries/products. An important standpoint is the introduction of a products network, namely a…

Physics and Society · Physics 2015-11-10 Fabio Saracco , Riccardo Di Clemente , Andrea Gabrielli , Luciano Pietronero

This study examines the network of supply and use of significant innovations across industries in Sweden, 1970-2013. It is found that 30% of innovation patterns can be predicted by network stimulus from backward and forward linkages. The…

General Economics · Economics 2021-02-12 Josef Taalbi

This study here suggests a classification of technologies based on taxonomic characteristics of interaction between technologies in complex systems that is not a studied research field in economics of technical change. The proposed taxonomy…

Computers and Society · Computer Science 2017-12-22 Mario Coccia

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

By applying network analysis techniques to large input-output system, we identify key sectors in the local/regional economy. We overcome the limitations of traditional measures of centrality by using random-walk based measures, as an…

General Economics · Economics 2022-09-30 Fernando DePaolis , Phil Murphy , M. Clara DePaolis Kaluza

Economic complexity methods, and in particular relatedness measures, lack a systematic evaluation and comparison framework. We argue that out-of-sample forecast exercises should play this role, and we compare various machine learning models…

Machine Learning · Computer Science 2021-06-01 Giambattista Albora , Luciano Pietronero , Andrea Tacchella , Andrea Zaccaria

In this feasibility study, the impact of academic research from social sciences and humanities on technological innovation is explored through a study of citations patterns of journal articles in patents. Specifically we focus on citations…

Digital Libraries · Computer Science 2019-05-09 Xiaojun Hu , Ronald Rousseau , Sandra Rousseau

As international competition intensifies in technologies, nations need to identify key technologies to foster innovation. However, the identification is challenging due to the independent and inherently complex nature of technologies.…

Social and Information Networks · Computer Science 2025-11-17 Rintaro Karashima , Hiroyasu Inoue

Excessive greenhouse gas emissions from the transportation sector have led companies to move towards a sustainable supply chain network design. In this study we present a new bi-objective non-linear formulation where multiple inventory…

Optimization and Control · Mathematics 2021-04-14 Meysam Mahjoob , Seyed Sajjad Fazeli , Soodabeh Milanlouei , Ali Kamali Mohammadzadeh , Leyla Sadat Tavassoli