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From technology opportunities to solutions generation via patent analysis: Application of machine learning-based link prediction

16 references·4 citing·51 second hopsampled

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References

1995On the sources and significance of interindustry differences in technological opportunities1,421 cited
2015What is an emerging technology?987 cited
1963Technological Change in the Machine Tool Industry, 1840–1910898 cited
2004Improving patent valuations for management purposes—validating new indicators by analyzing application rationales383 cited
2010Patent indicators for monitoring convergence – examples from NFF and ICT363 cited
2004A systematic approach for identifying technology opportunities: Keyword-based morphology analysis273 cited
2016Technology fusion: Identification and analysis of the drivers of technology convergence using patent data251 cited
2010Emerging technologies: quantitative identification and measurement244 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
2002Automated extraction and visualization of information for technological intelligence and forecasting197 cited
2013Development of a new technology product evaluation model for assessing commercialization opportunities using Delphi method and fuzzy AHP approach179 cited
2018Technological opportunity discovery for technological convergence based on the prediction of technology knowledge flow in a citation network145 cited

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2013Dynamic patterns of technological convergence in printed electronics technologies: patent citation network132 cited

2020Machine-learning-based deep semantic analysis approach for forecasting new technology convergence128 cited

2019Forecasting technology trends using text mining of the gaps between science and technology: The case of perovskite solar cell technology126 cited

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2025A study on sensing opportunities for EV technology recombination based on consumer preference mining and multi-layer network construction8 cited
2025Translate patent vacancies into human-readable texts: Identifying technology opportunities with text embedding inversion6 cited