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Combining natural language processing techniques and algorithms LSA, word2vec and WMD for technological forecasting and similarity analysis in patent documents
12 references·2 citing·58 second hopsampled
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(2018)Exploring Technological Trend…Visual patent trend analysis for informed decision making in technology management (2017)Visual patent trend analysis …Text matching to measure patent similarity (2017)Text matching to measure pate…Applying LSA text mining technique in envisioning social impacts of emerging technologies: The case of drone technology (2017)Applying LSA text mining tech…Forecasting technology success based on patent data (2015)Forecasting technology succes…Exploring potential R&D collaboration partners through patent analysis based on bibliographic coupling and latent semantic analysis (2014)Exploring potential R&D colla…Patinformatics: Tasks to tools (2003)Patinformatics: Tasks to toolsHow China's eco-innovation technology transfer changes: A semantic association-based natural language processing method to analyze Chinese eco-innovation patents (2024)How China's eco-innovation te…The Climate of Innovation: AI’s Growing Influence in Weather Prediction Patents and Its 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novel approach to forecast promising technology through patent analysis (2016)Exploring the patent collaboration network of China's wind energy industry: A study based on patent data from CNIPA (2021)Investigating emerging hydrogen technology topics and comparing national level technological focus: Patent analysis using a structural topic model (2022)Understanding innovation of new energy industry: Observing development trend and evolution of hydrogen fuel cell based on patent mining (2023)Supply Chain Management: More Than a New Name for Logistics (1997)Exploring Technology Influencers from Patent Data Using Association Rule Mining and Social Network Analysis (2020)The seer and the seen: Surveying Palantir’s surveillance platform (2022)Topic-based technology mapping using patent data analysis: A case study of vehicle tires (2023)Research Design: Qualitative, Quantitative, and Mixed Methods Approaches (1994)Review : Knowledge Management and Knowledge Management Systems: Conceptual Foundations And Research Issues1,2 (2001)Research design: qualitative, quantitative, and mixed methods approaches (2003)A survey on deep learning for patent analysis (2021)Digital supply chain surveillance using artificial intelligence: definitions, opportunities and risks (2023)PatentSBERTa: A deep NLP based hybrid model for patent distance and classification using augmented SBERT (2024)An evolutionary theory of economic change (1982)An Evolutionary Theory of Economic Change. (1983)Recombinant Uncertainty in Technological Search (2001)Technology opportunity discovery based on constructing, evaluating, and searching knowledge networks (2020)A review of data analytics in technological forecasting (2021)Technology opportunity analysis using hierarchical semantic networks and dual link prediction (2023)A Concise Guide to Market Research (2011)A Concise Guide to Market Research: The Process, Data, and Methods Using IBM SPSS Statistics (2011)A literature review on the state-of-the-art in patent analysis (2014)Logistics Technology Forecasting Framework Using Patent Analysis for Technology Roadmap (2022)Analysing the current status, hotspots, and future trends of technology management: Using the WoS and scopus database (2023)Evolutionary Phases in Emerging Quantum Technologies: General Theoretical and Managerial Implications for Driving Technological Evolution (2024)
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References

  • 2017Text matching to measure patent similarity263 cited
  • 2018The state-of-the-art on Intellectual Property Analytics (IPA): A literature review on artificial intelligence, machine learning and deep learning methods for analysing intellectual property (IP) data231 cited
  • 2015Forecasting technology success based on patent data168 cited
  • 2017Applying LSA text mining technique in envisioning social impacts of emerging technologies: The case of drone technology123 cited
  • 2003Patinformatics: Tasks to tools107 cited
  • 2018Photovoltaic technologies: Mapping from patent analysis98 cited
  • 2020Navigating a product landscape for technology opportunity analysis: A word2vec approach using an integrated patent-product database93 cited
  • 2018Exploring Technological Trends in Logistics: Topic Modeling-Based Patent Analysis75 cited
  • 2021Blockchain technology forecasting by patent analytics and text mining67 cited
  • 2014Exploring potential R&D collaboration partners through patent analysis based on bibliographic coupling and latent semantic analysis61 cited
  • 2017Visual patent trend analysis for informed decision making in technology management28 cited
  • 2020Recent Development Trend of Blockchain Technologies: A Patent Analysis25 cited

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  • 2023The Climate of Innovation: AI’s Growing Influence in Weather Prediction Patents and Its Future Prospects8 cited

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  • 2024How China's eco-innovation technology transfer changes: A semantic association-based natural language processing method to analyze Chinese eco-innovation patents6 cited