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Exploring a technology ecology for technology opportunity discovery: A link prediction approach using heterogeneous knowledge graphs
16 references·13 citing·50 second hop
Exploring a technology ecology for technology opportunity discovery: A link prediction approach using heterogeneous knowledge graphs (2022)Exploring a technology ecology for techno…Forecasting emerging technologies: A supervised learning approach through patent analysis (2017)Forecasting emerging technolo…Early identification of emerging technologies: A machine learning approach using multiple patent indicators (2017)Early identification of emerg…Application technology opportunity discovery from technology portfolios: Use of patent classification and collaborative filtering (2017)Application technology opport…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…Identifying and evaluating strategic partners for collaborative R&D: Index-based approach using patents and publications (2013)Identifying and evaluating st…Patent Statistics as an Innovation Indicator (2010)Patent Statistics as an Innov…The value of U.S. patents by owner and patent characteristics (2008)The value of U.S. patents by …An approach to discovering new technology opportunities: Keyword-based patent map approach (2008)An approach to discovering ne…University–industry collaborations in Japan: The role of new technology-based firms in transforming the National Innovation System (2005)University–industry collabora…Handbook of Quantitative Science and Technology Research (2005)Handbook of Quantitative Scie…Patent information for strategic technology management (2003)Patent information for strate…Effective University – Industry Interaction: (2002)Effective University – Indust…On the sources and significance of interindustry differences in technological opportunities (1995)On the sources and significan…TOPSIS for MODM (1994)TOPSIS for MODMPower and Centrality: A Family of Measures (1987)Power and Centrality: A Famil…Early screening of potential breakthrough technologies with enhanced interpretability: A patent-specific hierarchical attention network model (2025)Early screening of potential …Detecting technology opportunities appropriate for enterprise R&D: The synthesis analysis of industrial technical windows and enterprise competition relations (2025)Detecting technology opportun…A framework for technology opportunity discovery using GAT-based link prediction and network analysis (2025)A framework for technology op…A data-driven approach to establishing a patent strategy by generating a patent map based on generative topographic mapping (2025)A data-driven approach to est…Technology convergence prediction based on temporal heterogeneous graph neural networks (2024)Technology convergence predic…Forecasting and analyzing technology development trends with self-attention and frequency enhanced LSTM (2024)Forecasting and analyzing tec…Discovering technology opportunities of latecomers based on RGNN and patent data: The example of Huawei in self-driving vehicle industry (2024)Discovering technology opport…Configuration paths to high-value patents: evidence from patents winning the China Patent Awards (2024)Configuration paths to high-v…Analyzing critical core components’ technology opportunities based on multilayer networks from a lifecycle perspective: A case study of offshore wind turbine foundation (2024)Analyzing critical core compo…An exploration method for technology forecasting that combines link prediction with graph embedding: A case study on blockchain (2024)An exploration method for tec…A novel patent technology characterization method based on heterogeneous network message passing algorithm and patent classification system (2024)A novel patent technology cha…Towards firm-specific technology opportunities: A rule-based machine learning approach to technology portfolio analysis (2023)Towards firm-specific technol…Online data-driven concurrent product-process-supply chain design in the early stage of new product development (2023)Online data-driven concurrent…Multiple Attribute Decision Making: Methods and Applications (1981)Decisions with Multiple Objectives: Preferences and Value Tradeoffs. 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References

  • 1987Power and Centrality: A Family of Measures5,196 cited
  • 1995On the sources and significance of interindustry differences in technological opportunities1,421 cited
  • 1994TOPSIS for MODM1,089 cited
  • 2005Handbook of Quantitative Science and Technology Research979 cited
  • 2003Patent information for strategic technology management706 cited
  • 2010Patent Statistics as an Innovation Indicator704 cited
  • 2008The value of U.S. patents by owner and patent characteristics517 cited
  • 2002Effective University – Industry Interaction:480 cited
  • 2008An approach to discovering new technology opportunities: Keyword-based patent map approach443 cited
  • 2005University–industry collaborations in Japan: The role of new technology-based firms in transforming the National Innovation System305 cited
  • 2017Early identification of emerging technologies: A machine learning approach using multiple patent indicators230 cited
  • 2015Predicting the pattern of technology convergence using big-data technology on large-scale triadic patents223 cited
  • 2014Novelty-focused patent mapping for technology opportunity analysis184 cited
  • 2017Forecasting emerging technologies: A supervised learning approach through patent analysis140 cited

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2017
Application technology opportunity discovery from technology portfolios: Use of patent classification and collaborative filtering
124 cited
  • 2013Identifying and evaluating strategic partners for collaborative R&D: Index-based approach using patents and publications101 cited
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    • 2025Early screening of potential breakthrough technologies with enhanced interpretability: A patent-specific hierarchical attention network model12 cited
    • 2023Online data-driven concurrent product-process-supply chain design in the early stage of new product development12 cited
    • 2024A novel patent technology characterization method based on heterogeneous network message passing algorithm and patent classification system11 cited
    • 2024Configuration paths to high-value patents: evidence from patents winning the China Patent Awards9 cited
    • 2025Detecting technology opportunities appropriate for enterprise R&D: The synthesis analysis of industrial technical windows and enterprise competition relations7 cited
    • 2024Analyzing critical core components’ technology opportunities based on multilayer networks from a lifecycle perspective: A case study of offshore wind turbine foundation6 cited
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