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Two-stage technology opportunity discovery for firm-level decision making: GCN-based link-prediction approach
16 references·16 citing·51 second hopsampled
Two-stage technology opportunity discovery for firm-level decision making: GCN-based link-prediction approach (2022)Two-stage technology opportunity discover…Machine-learning-based deep semantic analysis approach for forecasting new technology convergence (2020)Machine-learning-based deep s…Exploring technology opportunities by visualizing patent information based on generative topographic mapping and link prediction (2018)Exploring technology opportun…Technology fusion: Identification and analysis of the drivers of technology convergence using patent data (2016)Technology fusion: Identifica…Technology convergence: What developmental stage are we in? (2015)Technology convergence: What …Predicting the pattern of technology convergence using big-data technology on large-scale triadic patents (2015)Predicting the pattern of tec…Novelty-focused patent mapping for technology opportunity analysis (2014)Novelty-focused patent mappin…Dynamic patterns of technological convergence in printed electronics technologies: patent citation network (2013)Dynamic patterns of technolog…Patent citations as a tool for analysing the early stages of convergence (2012)Patent citations as a tool fo…Patent indicators for monitoring convergence – examples from NFF and ICT (2010)Patent indicators for monitor…Coevolutionary cycles of convergence: An extrapolation from the ICT industry (2009)Coevolutionary cycles of conv…Anticipating converging industries using publicly available data (2009)Anticipating converging indus…An approach to discovering new technology opportunities: Keyword-based patent map approach (2008)An approach to discovering ne…The front end of innovation in an era of industry convergence: evidence from nutraceuticals and functional foods (2006)The front end of innovation i…Automated extraction and visualization of information for technological intelligence and forecasting (2002)Automated extraction and visu…Does technological convergence imply convergence in markets? Evidence from the electronics industry (1998)Does technological convergenc…Technological Change in the Machine Tool Industry, 1840–1910 (1963)Technological Change in the M…A systematic review of artificial intelligence applications and methodological advances in patent analysis (2025)A systematic review of artifi…A framework for technology opportunity discovery using GAT-based link prediction and network analysis (2025)A framework for technology op…Technology convergence prediction based on temporal heterogeneous graph neural networks (2024)Technology convergence predic…Optimizing collaboration decisions in technological innovation through machine learning: identify trend and partners in collaboration-knowledge interdependent networks (2024)Optimizing collaboration deci…Investigating diffusion and convergence trajectory of hydrogen storage technology based on patent analysis (2024)Investigating diffusion and c…Identifying Promising Technologies Considering Technology Convergence: A Patent-Based Machine-Learning Approach (2024)Identifying Promising Technol…From technology opportunities to solutions generation via patent analysis: Application of machine learning-based link prediction (2024)From technology opportunities…Forecasting and analyzing technology development trends with self-attention and frequency enhanced LSTM (2024)Forecasting and analyzing tec…Early identification of breakthrough technologies: Insights from science-driven innovations (2024)Early identification of break…Discovering technology opportunities of latecomers based on RGNN and patent data: The example of Huawei in self-driving vehicle industry (2024)Discovering technology opport…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…Towards firm-specific technology opportunities: A rule-based machine learning approach to technology portfolio analysis (2023)Towards firm-specific technol…Identifying technology opportunity using dual-attention model and technology-market concordance matrix (2023)Identifying technology opport…A Multi-Aspect Neural Tensor Factorization Framework for Patent Litigation Prediction (2023)A Multi-Aspect Neural Tensor …Science-based technologies: university–industry interactions in four fields (1998)topicmodels : An R Package for Fitting Topic Models (2011)Exploiting affinities between topic modeling and the sociological perspective on culture: Application to newspaper coverage of U.S. government arts funding (2013)A novel approach to forecast promising technology through patent analysis (2016)Holistic Innovation: An Emerging Innovation Paradigm (2018)Technological opportunity discovery for technological convergence based on the prediction of technology knowledge flow in a citation network (2018)Increasing Returns and Economic Progress (1928)Economic Development with Unlimited Supplies of Labour (1954)Technical Change and the Aggregate Production Function (1957)The Size Distribution of Innovating Firms in the UK: 1945-1983 (1987)What do we know about geographical knowledge spillovers and regional growth?: A survey of the literature (2006)From market fixing to market-creating: a new framework for innovation policy (2016)The new new product development game (1986)R&D, Patents, and Productivity (1987)The Importance of Patent Scope: An Empirical Analysis (1994)Sustainable business model adoption among S&P 500 firms: A longitudinal content analysis study (2017)The application of text mining methods in innovation research: current state, evolution patterns, and development priorities (2020)Invention and Economic Growth (1966)Inter-firm R&D partnerships: an overview of major trends and patterns since 1960 (2002)Measuring innovative performance: is there an advantage in using multiple indicators? 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(1968)Absorptive Capacity: A New Perspective on Learning and Innovation (1990)Case Study Research (2004)From Preliminary Ideas to Corroborated Product Definitions: Managing the Front End of New Product Development (2012)The antecedents of open business models: an exploratory study of incumbent firms (2014)From a systematic literature review to integrated definition for sustainable supply chain innovation (SSCI) (2016)Patent Statistics as Economic Indicators: A Survey (1990)The NBER Patent Citation Data File: Lessons, Insights and Methodological Tools (2001)Heterogeneous green innovations and carbon emission performance: Evidence at China's city level (2021)Can digital financial inclusion affect CO2 emissions of China at the prefecture level? Evidence from a spatial econometric approach (2022)Digital economy and carbon emission performance: Evidence at China's city level (2022)
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References

  • 1963Technological Change in the Machine Tool Industry, 1840–1910898 cited
  • 2008An approach to discovering new technology opportunities: Keyword-based patent map approach443 cited
  • 1998Does technological convergence imply convergence in markets? Evidence from the electronics industry440 cited
  • 2010Patent indicators for monitoring convergence – examples from NFF and ICT363 cited
  • 2016Technology fusion: Identification and analysis of the drivers of technology convergence using patent data251 cited
  • 2009Coevolutionary cycles of convergence: An extrapolation from the ICT industry224 cited
  • 2015Predicting the pattern of technology convergence using big-data technology on large-scale triadic patents223 cited
  • 2009Anticipating converging industries using publicly available data221 cited
  • 2012Patent citations as a tool for analysing the early stages of convergence220 cited
  • 2006The front end of innovation in an era of industry convergence: evidence from nutraceuticals and functional foods198 cited
  • 2002Automated extraction and visualization of information for technological intelligence and forecasting197 cited
  • 2014Novelty-focused patent mapping for technology opportunity analysis184 cited
  • 2013Dynamic patterns of technological convergence in printed electronics technologies: patent citation network132 cited
  • 2020

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Machine-learning-based deep semantic analysis approach for forecasting new technology convergence
128 cited
  • 2018Exploring technology opportunities by visualizing patent information based on generative topographic mapping and link prediction122 cited
  • 2015Technology convergence: What developmental stage are we in?111 cited
  • Cited by

    • 2023Tracking and predicting technological knowledge interactions between artificial intelligence and wind power: Multimethod patent analysis38 cited
    • 2024From technology opportunities to solutions generation via patent analysis: Application of machine learning-based link prediction31 cited
    • 2024Developing a supervised learning model for anticipating potential technology convergence between technology topics23 cited
    • 2024Forecasting and analyzing technology development trends with self-attention and frequency enhanced LSTM22 cited
    • 2024Technology convergence prediction based on temporal heterogeneous graph neural networks21 cited
    • 2023Identifying technology opportunity using dual-attention model and technology-market concordance matrix21 cited
    • 2023Towards firm-specific technology opportunities: A rule-based machine learning approach to technology portfolio analysis17 cited
    • 2025A systematic review of artificial intelligence applications and methodological advances in patent analysis16 cited
    • 2024Investigating diffusion and convergence trajectory of hydrogen storage technology based on patent analysis15 cited
    • 2025A framework for technology opportunity discovery using GAT-based link prediction and network analysis14 cited
    • 2024Early identification of breakthrough technologies: Insights from science-driven innovations14 cited
    • 2024Discovering technology opportunities of latecomers based on RGNN and patent data: The example of Huawei in self-driving vehicle industry13 cited
    • 2024A framework armed with node dynamics for predicting technology convergence12 cited
    • 2024Identifying Promising Technologies Considering Technology Convergence: A Patent-Based Machine-Learning Approach12 cited
    • 2023A Multi-Aspect Neural Tensor Factorization Framework for Patent Litigation Prediction11 cited
    • 2024Optimizing collaboration decisions in technological innovation through machine learning: identify trend and partners in collaboration-knowledge interdependent networks11 cited