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Forecasting emerging technologies using data augmentation and deep learning
14 references·16 citing·47 second hop
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References

  • 2002Citations, family size, opposition and the value of patent rights1,510 cited
  • 2004Patent Quality and Research Productivity: Measuring Innovation with Multiple Indicators1,396 cited
  • 1994The Importance of Patent Scope: An Empirical Analysis1,212 cited
  • 2006Forecasting emerging technologies: Use of bibliometrics and patent analysis1,096 cited
  • 1995Foresight in science and technology556 cited
  • 2013Innovation and diffusion of clean/green technology: Can patent commons help?268 cited
  • 2009Business planning based on technological capabilities: Patent analysis for technology-driven roadmapping246 cited
  • 2010Emerging technologies: quantitative identification and measurement244 cited
  • 2017Early identification of emerging technologies: A machine learning approach using multiple patent indicators230 cited
  • 2018DeepPatent: patent classification with convolutional neural networks and word embedding183 cited
  • 2013The importance (or not) of patents to UK firms180 cited
  • 2009Using patent analyses to monitor the technological trends in an emerging field of technology: a case of carbon nanotube field emission display146 cited
  • 2017Forecasting emerging technologies: A supervised learning approach through patent analysis140 cited
  • 2019A novel method to identify emerging technologies using a semi-supervised topic clustering model: a case of 3D printing industry

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  • 2023Identification of emerging technology topics (ETTs) using BERT-based model and sematic analysis: a perspective of multiple-field characteristics of patented inventions (MFCOPIs)31 cited
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  • 2022Advanced Technology Evolution Pathways of Nanogenerators: A Novel Framework Based on Multi-Source Data and Knowledge Graph17 cited
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