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ArticlePatent document clustering with deep embeddings

Jaeyoung Kim2020

Article2020

Patent document clustering with deep embeddings

Jaeyoung Kim · Janghyeok Yoon · Eunjeong Park · Sungchul Choi

59 citations·0/0 files stored·Scientometrics

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Intellectual Property and Patents Topic Modeling Text and Document Classification Technologies

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References

2003A text-mining-based patent network: Analytical tool for high-technology trend 2008Detecting emerging research fronts based on topological measures in citation networks of scientific publications 2011Detecting signals of new technological opportunities using semantic patent analysis and outlier detection 2016The evolution of patent mining: Applying bibliometrics analysis and keyword network analysis 2012An SAO-based text mining approach to building a technology tree for technology planning 2003Text mining applied to patent mapping: a practical business case 2011Monitoring trends of technological changes based on the dynamic patent lattice: A modified formal concept analysis approach

Cited by

2021Identification of risk features using text mining and BERT-based models: Application to an oil refinery 2021Deep learning for patent landscaping using transformer and graph embedding 2022Measuring knowledge exploration distance at the patent level: Application of network embedding and citation analysis 2022A two-stage deep learning-based system for patent citation recommendation 2022Patent representation learning with a novel design of patent ontology: Case study on PEM patents

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2015Technology opportunity discovery (TOD) from existing technologies and products: A function-based TOD frameworkarticle · 4 shared references 2017Claim-based patent indicators: A novel approach to analyze patent content and monitor technological advancesarticle · 4 shared references 2019Application of Text-Analytics in Quantitative Study of Science and Technologychapter · 4 shared references 2012A patent intelligence system for strategic technology planningarticle · 3 shared references 2019Forecasting technology trends using text mining of the gaps between science and technology: The case of perovskite solar cell technologyarticle · 3 shared references 2016Subject–action–object-based morphology analysis for determining the direction of technological changearticle · 3 shared references

Details

Year2020

Typearticle

Published2020-03-23

VenueScientometrics

ISSN-L0138-9130

Languageen

Citations59

Files0 public / 0

ShelfIntellectual Property and Patents

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doi10.1007/s11192-020-03396-7

openalex_workW3013023945

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2020An Empirical Study on Patent Novelty Detection: A Novel Approach Using Machine Learning and Natural Language Processing

2024A novel patent technology characterization method based on heterogeneous network message passing algorithm and patent classification system

2024Machine learning-based method to cluster a converging technology system: The case of printed electronics