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Exploring technology opportunities by visualizing patent information based on generative topographic mapping and link prediction
12 references·16 citing·48 second hop
Exploring technology opportunities by visualizing patent information based on generative topographic mapping and link prediction (2018)Exploring technology opportunities by vis…Predicting the pattern of technology convergence using big-data technology on large-scale triadic patents (2015)Predicting the pattern of tec…Patent databases for innovation studies: A comparative analysis of USPTO, EPO, JPO and KIPO (2015)Patent databases for innovati…Novelty-focused patent mapping for technology opportunity analysis (2014)Novelty-focused patent mappin…Identifying technological competition trends for R&D planning using dynamic patent maps: SAO-based content analysis (2012)Identifying technological com…An SAO-based text mining approach to building a technology tree for technology planning (2012)An SAO-based text mining appr…Extracting the commercialization gap between science and technology — Case study of a solar cell (2010)Extracting the commercializat…Emerging technologies: quantitative identification and measurement (2010)Emerging technologies: quanti…Exploring technology diffusion and classification of business methods: Using the patent citation network (2008)Exploring technology diffusio…An approach to discovering new technology opportunities: Keyword-based patent map approach (2008)An approach to discovering ne…The role of patents for bridging the science to market gap (2007)The role of patents for bridg…Patents cited in the scientific literature: An exploratory study of 'reverse' citation relations (2003)Patents cited in the scientif…Business Cycles: A Theoretical, Historical, and Statistical Analysis of the Capitalist Process (1940)Business Cycles: A Theoretica…Technology opportunity analysis using hierarchical semantic networks and dual link prediction (2023)Technology opportunity analys…Identifying technology opportunity using SAO semantic mining and outlier detection method: A case of triboelectric nanogenerator technology (2023)Identifying technology opport…From technology opportunities to ideas generation via cross-cutting patent analysis: Application of generative topographic mapping and link prediction (2023)From technology opportunities…Development of technology opportunity analysis based on technology landscape by extending technology elements with BERT and TRIZ (2023)Development of technology opp…Two-stage technology opportunity discovery for firm-level decision making: GCN-based link-prediction approach (2022)Two-stage technology opportun…Investigating emerging hydrogen technology topics and comparing national level technological focus: Patent analysis using a structural topic model (2022)Investigating emerging hydrog…Identifying firm-specific technology opportunities in a supply chain: Link prediction analysis in multilayer networks (2022)Identifying firm-specific tec…Identifying opportunities for sustainable business models in manufacturing: Application of patent analysis and generative topographic mapping (2021)Identifying opportunities for…Identifying emerging technologies to envision a future innovation ecosystem: A machine learning approach to patent data (2021)Identifying emerging technolo…Combining topic modeling and SAO semantic analysis to identify technological opportunities of emerging technologies (2021)Combining topic modeling and …Technology opportunity discovery based on constructing, evaluating, and searching knowledge networks (2020)Technology opportunity discov…Predicting product development directions for new product planning using patent classification-based link prediction (2020)Predicting product developmen…Text Mining for Patent Analysis to Forecast Emerging Technologies in Wireless Power Transfer (2019)Text Mining for Patent Analys…Technology opportunity discovery under the dynamic change of focus technology fields: Application of sequential pattern mining to patent classifications (2019)Technology opportunity discov…Technological development of key domains in electric vehicles: Improvement rates, technology trajectories and key assignees (2019)Technological development of …Discovering Technology Opportunity by Keyword-Based Patent Analysis: A Hybrid Approach of Morphology Analysis and USIT (2019)Discovering Technology Opport…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)The Structure of Scientific Revolutions (1963)The Structure of Scientific Revolutions (1963)Architectural Innovation: The Reconfiguration of Existing Product Technologies and the Failure of Established Firms (1990)Identifying rapidly evolving technological trends for R&D planning using SAO-based semantic patent networks (2011)The technology life cycle: Conceptualization and managerial implications (2012)Forecasting technology success based on patent data (2015)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)Innovation, Market Structure, and Firm Size (1987)INTERNATIONAL DIVERSIFICATION: EFFECTS ON INNOVATION AND FIRM PERFORMANCE IN PRODUCT-DIVERSIFIED FIRMS. (1997)The product market and the market for “ideas”: commercialization strategies for technology entrepreneurs (2003)Does innovation promote economic growth? Evidence from European countries (2017)Are innovation and financial development causative factors in economic growth? Evidence from a panel granger causality test (2018)Digital Transformation Through Exploratory and Exploitative Internet of Things Innovations: The Impact of Family Management and Technological Diversification* (2020)Capitalism, Socialism and Democracy (1997)A bibliometric model for identifying emerging research topics (2017)Diffusion of Innovations 1 (2019)Emerging Technologies in K–12 Education: A Future HCI Research Agenda (2022)Strategic alliances and interfirm knowledge transfer (1996)The Social Shaping of Technology (1996)Citation Frequency and the Value of Patented Inventions (1999)Inter-technology knowledge spillovers for energy technologies (2012)The evolution of patent mining: Applying bibliometrics analysis and keyword network analysis (2016)Identifying and monitoring the development trends of emerging technologies using patent analysis and Twitter data mining: The case of perovskite solar cell technology (2018)A text-mining-based patent network: Analytical tool for high-technology trend (2003)The text mining handbook: advanced approaches in analyzing unstructured data (2007)A patent intelligence system for strategic technology planning (2012)Expert biases in technology foresight. Why they are a problem and how to mitigate them (2019)Sociological Methodology 1975 (1975)When is an invention really radical? (2005)Innovation and Learning: The Two Faces of R & D (1989)Absorptive Capacity: A New Perspective on Learning and Innovation (1990)Can Patents Deter Innovation? The Anticommons in Biomedical Research (1998)VALUE CREATION IN UNIVERSITY-FIRM RESEARCH COLLABORATIONS: A MATCHING APPROACH. (2008)Inventing and patenting activities of scientists: in the expectation of money or reputation? (2009)Institutions and venture capital (2013)The Adaptive Markets Hypothesis (2004)Firm Innovation in Emerging Markets: The Role of Finance, Governance, and Competition (2011)The theory of economic development – An inquiry into profits, capital, credit, interest, and the business cycle (2017)
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References

  • 1940Business Cycles: A Theoretical, Historical, and Statistical Analysis of the Capitalist Process2,955 cited
  • 2008An approach to discovering new technology opportunities: Keyword-based patent map approach443 cited
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  • 2015Predicting the pattern of technology convergence using big-data technology on large-scale triadic patents223 cited
  • 2008Exploring technology diffusion and classification of business methods: Using the patent citation network200 cited
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  • 2010Extracting the commercialization gap between science and technology — Case study of a solar cell170 cited
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  • 2003Patents cited in the scientific literature: An exploratory study of 'reverse' citation relations123 cited

Cited by

  • 2019Technological development of key domains in electric vehicles: Improvement rates, technology trajectories and key assignees

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120 cited
  • 2023Technology opportunity analysis using hierarchical semantic networks and dual link prediction78 cited
  • 2022Two-stage technology opportunity discovery for firm-level decision making: GCN-based link-prediction approach67 cited
  • 2019Text Mining for Patent Analysis to Forecast Emerging Technologies in Wireless Power Transfer65 cited
  • 2022Investigating emerging hydrogen technology topics and comparing national level technological focus: Patent analysis using a structural topic model63 cited
  • 2021Identifying opportunities for sustainable business models in manufacturing: Application of patent analysis and generative topographic mapping60 cited
  • 2021Combining topic modeling and SAO semantic analysis to identify technological opportunities of emerging technologies59 cited
  • 2023From technology opportunities to ideas generation via cross-cutting patent analysis: Application of generative topographic mapping and link prediction55 cited
  • 2019Technology opportunity discovery under the dynamic change of focus technology fields: Application of sequential pattern mining to patent classifications55 cited
  • 2020Technology opportunity discovery based on constructing, evaluating, and searching knowledge networks54 cited
  • 2021Identifying emerging technologies to envision a future innovation ecosystem: A machine learning approach to patent data52 cited
  • 2023Development of technology opportunity analysis based on technology landscape by extending technology elements with BERT and TRIZ50 cited
  • 2022Identifying firm-specific technology opportunities in a supply chain: Link prediction analysis in multilayer networks49 cited
  • 2019Discovering Technology Opportunity by Keyword-Based Patent Analysis: A Hybrid Approach of Morphology Analysis and USIT39 cited
  • 2020Predicting product development directions for new product planning using patent classification-based link prediction39 cited
  • 2023Identifying technology opportunity using SAO semantic mining and outlier detection method: A case of triboelectric nanogenerator technology38 cited