Policy agenda proposals from text mining analysis of patents and news articles
1
조회
0
다운로드
8
인용
0
참고문헌
키워드
초록
The purpose of this study is to explore the trend of blockchain technology through analysis of patents and news articles using text mining, and to suggest the blockchain policy agenda by grasping social interests. For this purpose, 327 blockchain-related patent abstracts in Korea and 5,941 full-text online news articles were collected and preprocessed. 12 patent topics and 19 news topics were extracted with latent dirichlet allocation topic modeling. Analysis of patents showed that topics related to authentication and transaction accounted were largely predominant. Analysis of news articles showed that social interests are mainly concerned with cryptocurrency. Policy agendas were then derived for blockchain development. This study demonstrates the efficient and objective use of an automated technique for the analysis of large text documents. Additionally, specific policy agendas are proposed in this study which can inform future policy-making processes.
Abstract
The purpose of this study is to explore the trend of blockchain technology through analysis of patents and news articles using text mining, and to suggest the blockchain policy agenda by grasping social interests. For this purpose, 327 blockchain-related patent abstracts in Korea and 5,941 full-text online news articles were collected and preprocessed. 12 patent topics and 19 news topics were extracted with latent dirichlet allocation topic modeling. Analysis of patents showed that topics related to authentication and transaction accounted were largely predominant. Analysis of news articles showed that social interests are mainly concerned with cryptocurrency. Policy agendas were then derived for blockchain development. This study demonstrates the efficient and objective use of an automated technique for the analysis of large text documents. Additionally, specific policy agendas are proposed in this study which can inform future policy-making processes.
참고문헌 (27)
- M. Swan., "Blockchain : Blueprint for a new economy" (2015), O'Reilly Media, Inc
- A. Dorri, "Towards an optimized blockchain for IoT", Proceedings of the Second International Conference on Internet-of-Thin gs Design and Implementation, pp.173~178 (2017), ACM
- K. Biswas, "Securing smart cities using blockchain technology", Proceedings of the 2016 IEEE 18th International Conference on High Performance Computing and Communications (HPC C),, pp.1392~1393 (2016)
- S. Iyengar, "Experimental demonstrations of the"not-so-minimal"consequences of television news programs", The American Political Science Review, 76, pp.848~858 (1982)
- J. J. Jeong, "Analysis of news regarding the disabled labor using text mining techniques", Reinterpretation of Disability, pp.48~100 (2018)
- C. Jeong, "Creating patents on the new technology using analogy-based patent mining", Expert systems with applications, 41(8), pp.3605~3614 (2014)
- G. J. Kim, "Technology forecasting using topic-based patent analysis", Journal of Scientific and Industrial Research, 74(5), pp.265~270 (2015)
- S. B. Lim, "Smart governance system based on blockchain" (2018), Sejong Publisher
- 박찬정, "특허정보를 이용한 블록체인 기술의 활용분야 동향 분석", 한국차세대컴퓨팅학회 논문지, 14(2), pp.72~81 (2018), 한국차세대컴퓨팅학회
- "InterValue The World’s first practical blockchain 4.0" (2018)[URL]
- S. Miau, "Bibliometrics-based evaluation of the blockchain research trend : 2008–March 2017", Technology Analysis & Strategic Management, 30(9), pp.1029~1045 (2018)
- D. M. Blei, "Latent dirichlet allocation", Journal of Machine Learning Research, 3, pp.993~1022 (2003)
- S. Arora, "A practical algorithm for topic modeling with provable guarantees", Proceedings of the 30th International Conference on International Conference on Machine Learning, pp.28~ (2013)
- X. Cheng, "BTM : Topic modeling over short texts", IEEE Transactions on Knowledge and Data Engineering, 26(12), pp.2928~2941 (2014)[DOI]
- D. M. Blei., "Probabilistic topic models", Communications of the ACM, 55(4), pp.77~84 (2012)
- Z. Zhai, "Constrained LDA for grouping product features in opinion mining", Procedings of the Pacific-Asia Conference on Knowledge Discovery and Data Mining, pp.448~459 (2011), Springer
- J. Born, "Analysing microblogs of middle and high school students", Proceedings of the European Conference on Technology Enhanced Learning, pp.15~28 (2014), Springer
- M. E. McCombs, "The agenda-setting function of mass media", Public Opinion Quarterly, 36(2), pp.176~187 (1972)
- 박은미, "A Study on Leadership Typology in Sports Leaders Based on Big Data Analysis", 한국융합학회논문지, 10(7), pp.191~198 (2019), 한국융합학회[DOI]
- 배정환, "텍스트 마이닝을 이용한2012년 한국대선 관련 트위터 분석", 지능정보연구, 19(3), pp.141~156 (2013), 한국지능정보시스템학회[DOI]
- 성보경, "R을 이용한 고용노동부 민원ㆍ정책 연관분석", 한국융합학회논문지, 9(7), pp.41~46 (2018), 한국융합학회[DOI]
- 감주식, "특허정보 기반의 바이오 기술개발 트렌드 분석 및 유망기술분야 도출에 관한 연구", 기술혁신연구, 21(2), pp.25~56 (2013), 기술경영경제학회
- 최주철, "키워드 네트워크 분석을 이용한 빅데이터 특허 분석", 한국융합학회논문지, 9(2), pp.251~257 (2018), 한국융합학회[DOI]
- 안주영, "텍스트 마이닝을 이용한 매체별 에볼라 주제 분석 - 바이오 분야 연구논문과 뉴스 텍스트 데이터를 이용하여 -", 한국문헌정보학회지, 50(2), pp.289~307 (2016), 한국문헌정보학회[DOI]
- "There are no Korean companies in the global top 10 blockchain patents" (2019)[URL]
- "Blockchain Developers and Professional Construction Talents Shortage…Government and industry "employ and educate" (2019)[URL]
- "'Innovation Ecosystem's Way to Live' Large companies have started to support startups" (2018)[URL]
