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In this paper, we extend some usual techniques of classification resulting from a large-scale data-mining and network approach. This new technology, which in particular is designed to be suitable to big data, is used to construct an open…

Physics and Society · Physics 2017-07-05 Antonin Bergeaud , Yoann Potiron , Juste Raimbault

We present an analysis of the credit market of Japan. The analysis is performed by investigating the bipartite network of banks and firms which is obtained by setting a link between a bank and a firm when a credit relationship is present in…

Governing artificial intelligence (AI) inventions is a major policy concern, yet definitions and measurement remain contested. We compare four patent-based approaches reflecting distinct understandings of AI. Using US patents (1990-2019),…

General Economics · Economics 2025-07-16 Kerstin Hötte , Taheya Tarannum , Vilhelm Verendel , Lauren Bennett

Many firms these days are opting to specialize rather than generalize as a way of maintaining their competitiveness. Consequently, they cannot rely solely on themselves, but must cooperate by combining their advantages. To obtain the actual…

Social and Information Networks · Computer Science 2010-09-22 Hiroyasu Inoue

We study the empirical relationship between green technologies and industrial production at very fine-grained levels by employing Economic Complexity techniques. Firstly, we use patent data on green technology domains as a proxy for…

General Economics · Economics 2022-06-16 Francesco de Cunzo , Alberto Petri , Andrea Zaccaria , Angelica Sbardella

This paper draws upon the evolutionary concepts of technological relatedness and knowledge complexity to enhance our understanding of the long-term evolution of Artificial Intelligence (AI). We reveal corresponding patterns in the emergence…

General Economics · Economics 2021-02-03 Matheus E. Leusin , Bjoern Jindra , Daniel S. Hain

This research aims to identify factors that affect the technological transition of firms toward industry 4.0 technologies (I4Ts) focusing on firm capabilities and policy impact using relatedness and complexity measures. For the analysis, a…

General Economics · Economics 2022-09-07 Seung Hwan Kim , Jeong hwan Jeon , Anwar Aridi , Bogang Jun

The use of patent citation networks as research tools is becoming increasingly commonplace in the field of innovation studies. However, these networks rarely consider the contexts in which these citations are generated and are generally…

Physics and Society · Physics 2022-05-17 Kyle Higham , Martina Contisciani , Caterina De Bacco

In a previous study of patent classifications in nine material technologies for photovoltaic cells, Leydesdorff et al. (2015) reported cyclical patterns in the longitudinal development of Rao-Stirling diversity. We suggested that these…

Digital Libraries · Computer Science 2015-07-07 Loet Leydesdorff

We study whether specific combinations of technological advancements can signal the presence of local capabilities allowing for a given industrial production. To this end, we generate a multi-layer network using country-level patent and…

Physics and Society · Physics 2019-01-31 Martina Formichini , Giulio Cimini , Emanuele Pugliese , Andrea Gabrielli

Two network measures known as the Economic Complexity Index (ECI) and Product Complexity Index (PCI) have provided important insights into patterns of economic development. We show that the ECI and PCI are equivalent to a spectral…

Economics · Quantitative Finance 2021-10-05 Penny Mealy , J. Doyne Farmer , Alexander Teytelboym

Patent novelty search systems are critical to IP protection and innovation assessment; their retrieval accuracy directly impacts patent quality. We propose a comprehensive evaluation methodology that builds high-quality, reproducible…

Information Retrieval · Computer Science 2025-08-26 Shu Zhang , LiSha Zhang , Kai Duan , XinKai Sun

We consider inventions as novel combinations of existing technological capabilities. Patent data allow us to explicitly identify such combinatorial processes in invention activities. Unconsidered in the previous research, not every new…

Physics and Society · Physics 2016-03-22 Daniel Kim , Daniel Burkhardt Cerigo , Hawoong Jeong , Hyejin Youn

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

Research in the domain of 'Innovation Studies' has been claimed to allow for the study of how technology will develop in the future. Some suggest that the National and Sectoral Innovation Systems literature has become bogged down, however,…

Physics and Society · Physics 2011-08-02 Wilfred Dolfsma , Loet Leydesdorff

What is the impact of human-computer interaction research on industry? While it is impossible to track all research impact pathways, the growing literature on translational research impact measurement offers patent citations as one measure…

Human-Computer Interaction · Computer Science 2023-02-01 Hancheng Cao , Yujie Lu , Yuting Deng , Daniel A. McFarland , Michael S. Bernstein

The relationship of scientific knowledge development to technological development is widely recognized as one of the most important and complex aspects of technological evolution. This paper adds to our understanding of the relationship…

Digital Libraries · Computer Science 2017-05-02 Fang Han , Christopher L. Magee

The aim of this paper is to develop and test metrics to quantitatively identify technological discontinuities in a knowledge network. We developed five metrics based on innovation theories and tested the metrics by a simulation model-based…

Digital Libraries · Computer Science 2016-09-14 Hyunseok Park , Christopher L. Magee

The dynamics of innovation are nonlinear and complex: geographical, technological, and economic selection environments can be expected to interact. Can patents provide an analytical lens to this process in terms of different attributes such…

Computers and Society · Computer Science 2014-09-11 Loet Leydesdorff , Floortje Alkemade , Gaston Heimeriks , Rinke Hoekstra

The Cooperative Patent Classifications (CPC) jointly developed by the European and US Patent Offices provide a new basis for mapping and portfolio analysis. This update provides an occasion for rethinking the parameter choices. The new maps…

Digital Libraries · Computer Science 2017-10-17 Loet Leydesdorff , Dieter Franz Kogler , Bowen Yan