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Forecasting technology trends using text mining of the gaps between science and technology: The case of perovskite solar cell technology
16 references·16 citing·51 second hopsampled
Forecasting technology trends using text mining of the gaps between science and technology: The case of perovskite solar cell technology (2019)Forecasting technology trends using text …Topic analysis and forecasting for science, technology and innovation: Methodology with a case study focusing on big data research (2016)Topic analysis and forecastin…Keyword selection and processing strategy for applying text mining to patent analysis (2015)Keyword selection and process…Mapping the intellectual structure of scientometrics: a co-word analysis of the journal Scientometrics (2005–2010) (2014)Mapping the intellectual stru…Identifying rapidly evolving technological trends for R&D planning using SAO-based semantic patent networks (2011)Identifying rapidly evolving …Tracing the links between science and technology: An exploratory analysis of scientists’ and inventors’ networks (2009)Tracing the links between sci…Business planning based on technological capabilities: Patent analysis for technology-driven roadmapping (2009)Business planning based on te…Detecting emerging research fronts based on topological measures in citation networks of scientific publications (2008)Detecting emerging research f…Tracking emerging technologies in energy research: Toward a roadmap for sustainable energy (2007)Tracking emerging technologie…Forecasting emerging technologies: Use of bibliometrics and patent analysis (2006)Forecasting emerging technolo…A systematic approach for identifying technology opportunities: Keyword-based morphology analysis (2004)A systematic approach for ide…Global and domestic utilization of industrial relevant science: patent citation analysis of science–technology interactions and knowledge flows (2001)Global and domestic utilizati…An analysis of the critical role of public science in innovation: the case of biotechnology (2000)An analysis of the critical r…The use and misuse of citation analysis in research evaluation (1998)The use and misuse of citatio…Technology opportunities analysis (1995)Technology opportunities anal…Co-word analysis as a tool for describing the network of interactions between basic and technological research: The case of polymer chemsitry (1991)Co-word analysis as a tool fo…Is technology becoming science? (1985)Is technology becoming scienc…Topic-based technology mapping using patent data analysis: A case study of vehicle tires (2023)Topic-based technology mappin…Patent text mining based hydrogen energy technology evolution path identification (2023)Patent text mining based hydr…Identifying technology opportunity using SAO semantic mining and outlier detection method: A case of triboelectric nanogenerator technology (2023)Identifying technology opport…Development of technology opportunity analysis based on technology landscape by extending technology elements with BERT and TRIZ (2023)Development of technology opp…Investigating emerging hydrogen technology topics and comparing national level technological focus: Patent analysis using a structural topic model (2022)Investigating emerging hydrog…Text and Dynamic Network Analysis for Measuring Technological Convergence: A Case Study on Defense Patent Data (2021)Text and Dynamic Network Anal…R&D trend analysis based on patent mining: An integrated use of patent applications and invalidation data (2021)R&D trend analysis based on p…Forecasting the development trend of low emission vehicle technologies: Based on patent data (2021)Forecasting the development t…Blockchain technology forecasting by patent analytics and text mining (2021)Blockchain technology forecas…A review of data analytics in technological forecasting (2021)A review of data analytics in…Towards a responsible integration of artificial intelligence technology in the construction sector (2020)Towards a responsible integra…Topic modeling and technology forecasting for assessing the commercial viability of healthcare innovations (2020)Topic modeling and technology…Theme Mapping and Bibliometrics Analysis of One Decade of Big Data Research in the Scopus Database (2020)Theme Mapping and Bibliometri…Technology opportunity discovery based on constructing, evaluating, and searching knowledge networks (2020)Technology opportunity discov…Monitoring and forecasting the development trends of nanogenerator technology using citation analysis and text mining (2020)Monitoring and forecasting th…Technology forecasting by analogy-based on social network analysis: The case of autonomous vehicles (2019)Technology forecasting by ana…Forecasting emerging technologies with the aid of science and technology databases (2005)Tracking and predicting growth areas in science (2006)Extracting the commercialization gap between science and technology — Case study of a solar cell (2010)The production of scientific knowledge on renewable energies: Worldwide trends, dynamics and challenges and implications for management (2013)The evolution of patent mining: Applying bibliometrics analysis and keyword network analysis (2016)A Penny for Your Quotes: Patent Citations and the Value of Innovations (1990)Patent Statistics as Economic Indicators: A Survey (1990)On the sources and significance of interindustry differences in technological opportunities (1995)Analysis of keyword networks in MIS research and implications for predicting knowledge evolution (2011)Mapping the technological landscape: Measuring technology distance, technological footprints, and technology evolution (2015)Evolution of artificial intelligence research in Technological Forecasting and Social Change: Research topics, trends, and future directions (2023)Little Science, Big Science (1963)The Structure of Scientific Literatures I: Identifying and Graphing Specialties (1974)Science and Engineering Indicators (1993)Innovation forecasting (1997)Assessing the maturity of a research area: bibliometric review and proposed framework (2016)30 years of intelligence models in management and business: A bibliometric review (2019)Is Technology Historically Independent of Science? A Study in Statistical Historiography (1965)Citation rates to technologically important patents (1981)Status report: Linkage between technology and science (1992)Bibliometric performance measures (1996)Networks of Scientific Papers (1965)Real Effects of Academic Research (1989)Searching for intellectual turning points: Progressive knowledge domain visualization (2004)Using ‘core documents’ for detecting and labelling new emerging topics (2011)A review of emerging trends in global PPP research: analysis and visualization (2016)Techno-economic Networks and Irreversibility (1990)In search of useful theory of innovation (1993)The Sources of Innovation (2007)How to normalize cooccurrence data? An analysis of some well‐known similarity measures (2009)Mapping knowledge structure by keyword co-occurrence: a first look at journal papers in Technology Foresight (2010)SciMAT : A new science mapping analysis software tool (2012)Issues in Assessing the Contribution of Research and Development to Productivity Growth (1979)The New Production of Knowledge (1994)The Use of Knowledge for Technological Innovation Within Diversified Firms (2007)Informetrics at the beginning of the 21st century—A review (2008)The strength of strong ties in the creation of innovation (2010)Absorptive Capacity: A New Perspective on Learning and Innovation (1990)The increasing linkage between U.S. technology and public science (1997)Alliance type, alliance experience and alliance management capability in high-technology ventures (2005)The Reification of Absorptive Capacity: A Critical Review and Rejuvenation of the Construct (2006)Absorptive capacity and the search for innovation (2009)R&D, Patents, and Productivity (1987)Strategic assets and organizational rent (1993)Why Some New Products are More Successful than Others (2001)The moderating role of innovation culture in the relationship between knowledge assets and product innovation (2012)Early identification of emerging technologies: A machine learning approach using multiple patent indicators (2017)Estimating Industry 4.0 impact on job profiles and skills using text mining (2020)An approach to discovering new technology opportunities: Keyword-based patent map approach (2008)A review of the ecosystem concept — Towards coherent ecosystem design (2017)Literature reviews as independent studies: guidelines for academic practice (2022)
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References

  • 1991Co-word analysis as a tool for describing the network of interactions between basic and technological research: The case of polymer chemsitry2,108 cited
  • 2006Forecasting emerging technologies: Use of bibliometrics and patent analysis1,096 cited
  • 2000An analysis of the critical role of public science in innovation: the case of biotechnology479 cited
  • 2008Detecting emerging research fronts based on topological measures in citation networks of scientific publications339 cited
  • 1985Is technology becoming science?289 cited
  • 1995Technology opportunities analysis287 cited
  • 2004A systematic approach for identifying technology opportunities: Keyword-based morphology analysis273 cited
  • 2001Global and domestic utilization of industrial relevant science: patent citation analysis of science–technology interactions and knowledge flows270 cited
  • 2007Tracking emerging technologies in energy research: Toward a roadmap for sustainable energy256 cited
  • 2009Business planning based on technological capabilities: Patent analysis for technology-driven roadmapping246 cited
  • 2009Tracing the links between science and technology: An exploratory analysis of scientists’ and inventors’ networks236 cited
  • 2014Mapping the intellectual structure of scientometrics: a co-word analysis of the journal Scientometrics (2005–2010)230 cited
  • 1998The use and misuse of citation analysis in research evaluation220 cited

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  • 2015Keyword selection and processing strategy for applying text mining to patent analysis194 cited
  • 2011Identifying rapidly evolving technological trends for R&D planning using SAO-based semantic patent networks182 cited
  • 2016Topic analysis and forecasting for science, technology and innovation: Methodology with a case study focusing on big data research171 cited
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    • 2021A review of data analytics in technological forecasting58 cited
    • 2023Topic-based technology mapping using patent data analysis: A case study of vehicle tires55 cited
    • 2020Technology opportunity discovery based on constructing, evaluating, and searching knowledge networks54 cited
    • 2023Development of technology opportunity analysis based on technology landscape by extending technology elements with BERT and TRIZ50 cited
    • 2023Patent text mining based hydrogen energy technology evolution path identification48 cited
    • 2021R&D trend analysis based on patent mining: An integrated use of patent applications and invalidation data43 cited
    • 2020Towards a responsible integration of artificial intelligence technology in the construction sector43 cited
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