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Anticipating multi-technology convergence: a machine learning approach using patent information
16 references·16 citing·43 second hopsampled
Anticipating multi-technology convergence: a machine learning approach using patent information (2021)Anticipating multi-technology convergence…Innovation ecosystems: A conceptual review and a new definition (2019)Innovation ecosystems: A conc…Early identification of emerging technologies: A machine learning approach using multiple patent indicators (2017)Early identification of emerg…Technology fusion: Identification and analysis of the drivers of technology convergence using patent data (2016)Technology fusion: Identifica…Innovation ecosystems: A critical examination (2016)Innovation ecosystems: A crit…Predicting the pattern of technology convergence using big-data technology on large-scale triadic patents (2015)Predicting the pattern of tec…Prediction of emerging technologies based on analysis of the US patent citation network (2012)Prediction of emerging techno…Patent indicators for monitoring convergence – examples from NFF and ICT (2010)Patent indicators for monitor…Value creation in innovation ecosystems: how the structure of technological interdependence affects firm performance in new technology generations (2009)Value creation in innovation …Coevolutionary cycles of convergence: An extrapolation from the ICT industry (2009)Coevolutionary cycles of conv…Match your innovation strategy to your innovation ecosystem. (2006)Match your innovation strateg…Citations, family size, opposition and the value of patent rights (2002)Citations, family size, oppos…Technology as a complex adaptive system: evidence from patent data (2001)Technology as a complex adapt…Recombinant Uncertainty in Technological Search (2001)Recombinant Uncertainty in Te…Patent citation analysis: A policy analysis tool (1997)Patent citation analysis: A p…Patents as indicators of corporate technological strength (1987)Patents as indicators of corp…Technical Change and Industrial Transformation (1984)Technical Change and Industri…Predictive modeling for technology convergence: A patent data-driven approach through technology topic networks (2024)Predictive modeling for techn…From technology opportunities to solutions generation via patent analysis: Application of machine learning-based link prediction (2024)From technology opportunities…Exploring the potentials of artificial intelligence towards carbon neutrality: Technological convergence forecasting through link prediction and community detection (2024)Exploring the potentials of a…Developing a supervised learning model for anticipating potential technology convergence between technology topics (2024)Developing a supervised learn…A framework armed with node dynamics for predicting technology convergence (2024)A framework armed with node d…Tracking and predicting technological knowledge interactions between artificial intelligence and wind power: Multimethod patent analysis (2023)Tracking and predicting techn…Predicting and analyzing technology convergence for exploring technological opportunities in the smart health industry (2023)Predicting and analyzing tech…Identifying firm-specific technology opportunities from the perspective of competitors by using association rule mining (2023)Identifying firm-specific tec…Early discovery of emerging multi-technology convergence for analyzing technology opportunities from patent data: the case of smart health (2023)Early discovery of emerging m…Analyzing Status Quo of Technology Fusion by Using Patents: A Global and Technical Assessment (2023)Analyzing Status Quo of Techn…Technology opportunity discovery based on patent analysis: a hybrid approach of subject-action-object and generative topographic mapping (2022)Technology opportunity discov…Predicting Patent Quality Based on Machine Learning Approach (2022)Predicting Patent Quality Bas…Patent protection: does it promote or inhibit the patented technological knowledge diffusion? (2022)Patent protection: does it pr…A Supervised Learning-Based Approach to Anticipating Potential Technology Convergence (2022)A Supervised Learning-Based A…Combining the Analysis of Vertical and Horizontal Technology Convergence: Insights From the Case of Urban Innovation (2021)Combining the Analysis of Ver…An Approach to Construct Technological Convergence Networks Across Different IPC Hierarchies and Identify Key Technology Fields (2021)An Approach to Construct Tech…A Penny for Your Quotes: Patent Citations and the Value of Innovations (1990)Patent Statistics as Economic Indicators: A Survey (1990)Geographic Localization of Knowledge Spillovers as Evidenced by Patent Citations (1993)Environmental Policy and Directed Technological Change: Evidence from the European Carbon Market (2014)Carbon Taxes, Path Dependency, and Directed Technical Change: Evidence from the Auto Industry (2016)Technological Innovation, Resource Allocation, and Growth* (2017)An Evolutionary Theory of Economic Change. 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(2010)Invention and Economic Growth (1966)Commercializing Knowledge: University Science, Knowledge Capture, and Firm Performance in Biotechnology (2002)Oxford Dictionary of English (2010)How to conduct a bibliometric content analysis: Guidelines and contributions of content co‐occurrence or co‐word literature reviews (2024)'Mode 3' and 'Quadruple Helix': toward a 21st century fractal innovation ecosystem (2009)Circular ecosystem innovation: An initial set of principles (2019)Diffusion of Innovations 1 (2019)Green innovation and environmental performance: The role of green transformational leadership and green human resource management (2019)Institutions, Institutional Change and Economic Performance (1991)Dynamic capabilities and strategic management (1997)Explicating dynamic capabilities: the nature and microfoundations of (sustainable) enterprise performance (2007)Open Innovation 4.0 as an Enhancer of Sustainable Innovation Ecosystems (2020)Co-evolution of platform architecture, platform services, and platform governance: Expanding the platform value of industrial digital platforms (2021)Value Creation in the Public Service Ecosystem: An Integrative Framework (2022)Competitive Strategy: Techniques for Analyzing Industries and Competitors (1980)Econometric Analysis of Cross Section and Panel Data (2001)Industry Platforms and Ecosystem Innovation (2013)Bridging differing perspectives on technological platforms: Toward an integrative framework (2014)Ecosystem as Structure (2016)Econometric Analysis of Panel Data (2021)Technology Ecosystem Governance (2013)Open innovation: The next decade (2014)Unpacking the innovation ecosystem construct: Evolution, gaps and trends (2016)Endogenous Innovation in the Theory of Growth (1994)Sources, Procedures, and Microeconomic Effects of Innovation (2000)How Do Regions Diversify over Time? 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References

  • 2001Recombinant Uncertainty in Technological Search2,891 cited
  • 2009Value creation in innovation ecosystems: how the structure of technological interdependence affects firm performance in new technology generations2,647 cited
  • 2006Match your innovation strategy to your innovation ecosystem.1,700 cited
  • 2002Citations, family size, opposition and the value of patent rights1,510 cited
  • 2001Technology as a complex adaptive system: evidence from patent data1,325 cited
  • 2019Innovation ecosystems: A conceptual review and a new definition1,248 cited
  • 2016Innovation ecosystems: A critical examination809 cited
  • 1984Technical Change and Industrial Transformation794 cited
  • 1987Patents as indicators of corporate technological strength689 cited
  • 2010Patent indicators for monitoring convergence – examples from NFF and ICT363 cited
  • 2012Prediction of emerging technologies based on analysis of the US patent citation network274 cited
  • 2016Technology fusion: Identification and analysis of the drivers of technology convergence using patent data251 cited
  • 1997Patent citation analysis: A policy analysis tool237 cited
  • 2017Early identification of emerging technologies: A machine learning approach using multiple patent indicators230 cited

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2009
Coevolutionary cycles of convergence: An extrapolation from the ICT industry
224 cited
  • 2015Predicting the pattern of technology convergence using big-data technology on large-scale triadic patents223 cited
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    • 2024Predictive modeling for technology convergence: A patent data-driven approach through technology topic networks35 cited
    • 2021An Approach to Construct Technological Convergence Networks Across Different IPC Hierarchies and Identify Key Technology Fields33 cited
    • 2024From technology opportunities to solutions generation via patent analysis: Application of machine learning-based link prediction31 cited
    • 2024Exploring the potentials of artificial intelligence towards carbon neutrality: Technological convergence forecasting through link prediction and community detection25 cited
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    • 2022Patent protection: does it promote or inhibit the patented technological knowledge diffusion?21 cited
    • 2022Predicting Patent Quality Based on Machine Learning Approach20 cited
    • 2022A Supervised Learning-Based Approach to Anticipating Potential Technology Convergence18 cited
    • 2022Technology opportunity discovery based on patent analysis: a hybrid approach of subject-action-object and generative topographic mapping18 cited
    • 2023Early discovery of emerging multi-technology convergence for analyzing technology opportunities from patent data: the case of smart health18 cited
    • 2021Combining the Analysis of Vertical and Horizontal Technology Convergence: Insights From the Case of Urban Innovation17 cited
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