이창용 (Changyong Lee), 李昌庸
- 직위
- 교수
- 전화번호
- 02-3290-2278
- 연구분야
- 정책 정보학, 디지털 전환, 기술경영 및 정책, 기계학습 및 딥러닝 응용
- 사무실
- 정경관 309호
- 학위
- 서울대학교 산업공학 박사
- 이메일
- changyonglee@korea.ac.kr
학력
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2011. 08. : 서울대학교 산업공학 박사 2005. 02. : 한국과학기술원(KAIST) 전산학 학사
경력 및 수상
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<주요 경력> 2022. 09. – 현재 : 고려대학교 행정학과 교수 2020. 03. – 2022. 08. : 서강대학교 기술경영전문대학원 부교수, 교수 2013. 07. – 2020. 02. : 울산과학기술원(UNIST) 경영학부 조교수, 부교수 2013. 01. – 2013. 06. : 한국과학기술정보연구원(KISTI) 선임연구원 2011. 11. – 2012. 10. : University of Cambridge 방문연구원 <주요 외부 활동> 한국행정학회 편집위원/지속가능한 미래 과학기술정책 특별위원회 위원 기술경영경제학회 이사/부편집위원장/학술위원 한국기술혁신학회 이사/편집위원 대한산업공학회 편집위원 한국지방재정공제회 지방투자분석센터 자문위원 중소기업기술정보진흥원 중소기업 혁신 네트워크 포럼 위원 한국연구재단 자문 지방행정연구원 지방투자사업관리센터 자문 한화투자증권 Market-Making Team 자문 기술보증기금 자문 <주요 연구 과제> 2023. 05. – 2023. 11. : 지정상품간 유사도 측정 방법론 개발, 지식재산연구원 2023. 01. - 2023. 08. : 산업혁신역량 진단체계 기획, 한국산업기술평가관리원 2022. 12. - 2023. 05. : 재단 디지털 플랫폼 구축을 위한 핵심 서비스 모형 개발, 한국연구재단 2022. 01. – 2022. 10. : 배전선로 센싱 데이터 분석, 네모시즈 2021. 04. – 2022. 04. : Market-making 전략 수립을 위한 딥러닝 모델 개발, 한화투자증권 2021. 07. – 2022. 01. : 울산시 농수산물도매시장 시설 현대화사업 타당성 조사, 지방행정연구원 2021. 06. – 2021. 12. : 소음 및 진동 데이터를 활용한 불량 제품 탐지 모델 개발, LG 전자 2021. 06. – 2021. 11. : 특허, 상표, 디자인을 포함하는 IP 통합 빅데이터 연관 분석 연구, 특허청 2021. 04. – 2021. 06. : 타당성 조사 방법에 대한 해외사례 연구, 지방행정연구원 2021. 01. – 2021. 02. : 상담 대화 분류 모델 및 쇼핑 상품 분류 모델 개발, KTH 2020. 12 – 2021. 02. : 기술 가치평가를 위한 기술-산업 데이터베이스 구축 및 활용, 기술보증기금 2020. 05. – 2020. 12. : 서울 서남권(강서) 시립도서관 건립사업 타당성 조사, 지방행정연구원 2020. 04. – 2020. 08. : KS인증의 신뢰도 향상 및 인지도 제고 방안 마련, 국가표준원 2020. 03. – 2020. 09. : 배터리 내구성 평가 가속화를 위한 수명 열화 예측 툴 개발, 현대NGV <기술 이전> 2021. 06. : 신기술 아이디어의 가치평가를 위한 딥러닝 모델, 특허몬(PatMonster) 2021. 09. : 중소기업의 기술역량 기반 사업 다각화 지원을 위한 딥러닝 모델, 시드 앤 파트너스(Seed & Partners) <특허> Lee, C., Park, Y., and Song, B., Apparatus and method for assessing patent infringement risks based on semantic patent claim analysis, Korea Patent Office, 1012694410000. Lee, C., Park, Y., and Cho, Y., Apparatus and method for assessing future technological impacts of patents based on stochastic patent citation analysis, Korea Patent Office, 1012781350000. Lee, C., New service opportunity analysis system and method thereof, Korea Patent Office, 1016180570000. Kwon, O., Lee, C., Kim, J., Noh, K., Apparatus for technology life analysis using multiple patent indicators, Korea Patent Office, 1016291780000. Lee, C., Kim, J., and Kim, S., Method for prediction of converging technologies using link analysis, Korea Patent Office, 1020322580000. Lee, C. and Kim, Y., An electronic device including evaluation operation of university-originated technology, Korea Patent Office, 1020200004962. Lee, C. and Ahn, J., Analysis method and device for each product of patent documents, Korea Patent Office, 1020210001395.
학부,대학원 담당과목
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행정 데이터 분석을 위한 프로그래밍, 기계학습과 행정 혁신, 정책 정보학, 데이터분석과 공공의사결정
연구논문
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Google Scholar (https://scholar.google.com/citations?user=RjoAf88AAAAJ&hl=ko&oi=ao) <국제학술지> * Corresponding author - Jeon, D., Lee, J., Ahn, J., and Lee, C.* (2023), Measuring the novelty of scientific publications: A fastText and local outlier factor approach, Journal of Informetrics, 17(4), 101450. (SSCI) - Lee, G., Lee, S., and Lee, C.* (2023), Inventor-licensee matchmaking for university technology licensing: A fastText approach, Technovation, 125, 102765. (SSCI) - Lee, G., Kwon, D., and Lee, C.* (2023), A convolutional neural network model for SOH estimation of Li-ion Batteries with Physical Interpretability, Mechanical Systems and Signal Processing, 188, 110004. (SCI) - Kim, J., Hong, S., Kang, Y., and Lee, C.* (2023), Domain-specific valuation of university technologies using bibliometrics, Jonckheere-Terpstra tests, and data envelopment analysis, Technovation, 122, 102664. (SSCI) - Hong, S. and Lee, C.* (2023), Effective indexes and classification algorithms for supervised link prediction approach to anticipating technology convergence: A comparative study, IEEE Transactions on Engineering Management, 70(4), 1430–1441. (SSCI) - Kim, J., Hong, S., Kang, Y., and Lee, C.* (forthcoming), Domain-specific valuation of university technologies using bibliometrics, Jonckheere-Terpstra tests, and data envelopment analysis, Technovation. (SSCI) - Lee, G., Kwon, D., and Lee, C.* (forthcoming), A convolutional neural network model for SOH estimation of Li-ion Batteries with Physical Interpretability, Mechanical Systems and Signal Processing. (SCI) - Choi, J., Lee, C., and Yoon, J.* (2023), Exploring a technology ecology for technology opportunity discovery: A link prediction approach using heterogeneous knowledge graphs, Technological Forecasting and Social Change, 186, 122161. (SSCI) - Kim, J., Lee, G., Lee, S., and Lee, C.* (2022), Towards successful expert-machine collaborations for technology valuation: An interpretable machine learning approach, Technological Forecasting and Social Change, 183, 121940. (SSCI) - Min, K., Lee, C., and Kim, Y.* (2022), The impact of the timing of patent allowance on technology licensing performance: Evidence from university invention commercialization, R&D Management, 52(4), 633–649. (SSCI) - Hong, S., Kim, J.*, Woo, H., Kim, Y., and Lee, C.* (2022), Screening ideas in the early stages of technology development: A word2vec and convolutional neural network approach, Technovation, 112, 102407. (SSCI) - Lee, G., Kim, J., and Lee, C.* (2022), State of health estimation of Li-ion batteries in the early phase of qualification tests: An interpretable machine learning approach, Expert Systems with Applications, 197, 116817. (SCI) - Jeon, D., Ahn, J., Kim, J.*, and Lee, C.* (2022), A doc2vec and local outlier factor approach to measuring the novelty of patents, Technological Forecasting and Social Change, 174, 121294. (SSCI) - Kim, Y., Ahn, J.M., Kwon, O., and Lee, C.* (2021), Valuation of university-originated technologies: A predictive analytics approach, IEEE Transactions on Engineering Management, 68(6), 1813–1825. (SSCI) - Lee, C.* (2021), A review of data analytics in technological forecasting, Technological Forecasting and Social Change, 166, 120646. (SSCI) - Lee, C.*, Hong, S., and Kim, J. (2021), Anticipating multi-technology convergence: A machine learning approach using patent information, Scientometrics, 126(3), 1867–1896. (SSCI) - Lee, G., Lee, S.*, and Lee, C.* (2021), A convolutional neural network model for abnormality diagnosis in a nuclear power plant, Applied Soft Computing, 99, 106874. (SCI) - Lee, C., Jo, S., Kwon, D*, and Pecht, M. (2021), Capacity-fading behavior analysis for early detection of unhealthy Li-ion batteries, IEEE Transactions on Industrial Electronics, 68(3), 2659–2666. (SCI) - Yoon, J., Kim, M., Jeong, B., and Lee, C.* (2021), An information entropy and latent Dirichlet allocation approach to noise patent filtering, Advanced Engineering Informatics, 45, 121243. (SCI) - Lee, C.*, Jeon, D., Ahn, J., and Kwon, O. (2020), Navigating a product landscape for technology opportunity analysis: A word2vec approach using an integrated patent-product database, Technovation, 96–97, 102140. (SSCI) - Kim, J.M., Lee, G., Lee, C.*, and Lee, S.J.* (2020), Abnormality diagnosis model for nuclear power plants using two-stage gated recurrent units, Nuclear Engineering and Technology, 52(9), 2009–2016. (SCIE) - Lee, G., Kim, D., and Lee, C.* (2020), A sequential pattern mining approach to identifying potential areas for business diversification, Asian Journal of Technology Innovation, 28(1), 21–41. (SSCI) - Kwon, O., An, Y., Kim, M., and Lee, C.* (2020), Anticipating technology-driven industry convergence: Evidence from large-scale patent analysis, Technology Analysis and Strategic Management, 32(4), 363–378 (SSCI) - Lee, S., Lee, H., and Lee, C.* (2020), Open innovation at the national level: Towards a global innovation system, Technological Forecasting and Social Change, 151, 119842. (SSCI) - Lee, C.* and Lee, G. (2019), Technology opportunity analysis based on recombinant search: Patent landscape analysis for idea generation, Scientometrics, 121(2), 603–632. (SSCI) - Woo, H., Yum, J., and Lee, C.* (2019), Screening early stage ideas in technology development processes: A text mining and k-nearest neighbours approach using patent information, Technology Analysis and Strategic Management, 31(5), 532–545. (SSCI) - Kim, J., Kim, S., and Lee, C.* (2019), Anticipating technological convergence: Link prediction using Wikipedia hyperlinks, Technovation, 79, 25–34. (SSCI) - Lee, J., Kwon, D.*, Kim, N., and Lee, C. (2019), PHM-based wiring system damage estimation for near zero downtime in manufacturing facilities, Reliability Engineering and System Safety, 184, 213–218. (SCI) - Lee, C. and Kwon, D.* (2018), A similarity based prognostics approach for real time health management of electronics using impedance analysis and SVM regression, Microelectronics Reliability, 83, 77–83. (SCI) - Gang, K., Lee, C., and Woo, H. (2018), The transformation of ownership structure and changes in principal-principal conflicts: Evidence from corporate governance reforms in South Korea, International Journal of Corporate Governance, 8(3/4), 281–301. - Lee, C.*, Kwon, O., Kim, M., and Kwon, D. (2018), Early identification of emerging technologies: A machine learning approach using multiple patent indicators, Technological Forecasting and Social Change, 127, 291–303. (SSCI) - Kim, J. and Lee, C.* (2017), Novelty-focused weak signal detection in futuristic data: Assessing the rarity and paradigm unrelatedness of signals, Technological Forecasting and Social Change, 120, 59–76. (SSCI) - Kim, J. and Lee, C.* (2017), Stochastic service life cycle analysis using customer reviews, Service Industries Journal, 37(5/6), 296–316. (SSCI) - Jang, H., Woo, H., and Lee, C.* (2017), Hawkes process-based technology impact analysis, Journal of Informetrics, 11(2), 511–529. (SSCI) - Kim, H., Hong, S., Kwon, O., and Lee, C.* (2017), Concentric diversification based on technological capabilities: Link analysis of products and technologies, Technological Forecasting and Social Change, 118, 246–257. (SSCI) - Lee, C.*, Kim, J., Noh, M., Woo, HG., and Gang, K. (2017), Patterns of technology life cycles: Stochastic analysis based on patent citations, Technology Analysis and Strategic Management, 29(1), 53–67. (SSCI) - Song, B., Yoon, B., Lee, C., Park, Y.* (2017), Development of a service evolution map for service design through application of text mining to service documents, Research in Engineering Design, 28(2), 251–273. (SCIE) - Song, B., Lee, C., Yoon, B., and Park, Y.* (2016), Diagnosing service quality using customer reviews: An index approach based on sentiment and gap analyses, Service Business, 10(4), 775–798. (SSCI) - Lee, C., Kim, J., and Lee, S.* (2016), Towards robust technology roadmapping: How to diagnose the vulnerability of organisational plans, Technological Forecasting and Social Change, 111, 164–175. (SSCI) - Lee, C.*, Kim, J., Kwon, O., and Woo, H. (2016), Stochastic technology life cycle analysis using multiple patent indicators, Technological Forecasting and Social Change, 106, 53–64. (SSCI) - Lee, C. and Lee, H.* (2015), Novelty-focussed document mapping to identify new service opportunities, Service Industries Journal, 35(6) 345–361. (SSCI) - Son, C., Lee, C., Yoon, B., and Park, Y.* (2015), GTM-based service map to identify new service opportunities, International Journal of Mobile Communications, 13(2), 113–135. (SSCI) - Lee, C., Song, B., and Park, Y.* (2015), An instrument for scenario-based technology roadmapping: How to assess the impacts of future changes on organisational plans, Technological Forecasting and Social Change, 90, 285–301. (SSCI) - Lee, C., Kang, B., and Park, Y.* (2015), Novelty-focused patent mapping for technology opportunity analysis, Technological Forecasting and Social Change, 90, 355–365. (SSCI) - Shin, J., Coh, B-Y., and Lee, C.* (2013), Robust future-oriented technology portfolio: Black-Litterman approach, R&D Management, 43(5), 409–419. (SSCI) - Lee, C., Son, C., Yoon, B., and Park, Y.* (2013), An instrument for discovering new mobile service opportunities, International Journal of Mobile Communications, 11(4), 374–392. (SSCI) - Lee, C., Park, H., and Park, Y.* (2013), Keeping abreast of technology-driven business model evolution: A dynamic patent analysis approach, Technology Analysis and Strategic Management, 25(5), 487–505. (SSCI) - Shin, J., Shin, W., and Lee, C.* (2013), An energy security management model using quality function deployment and system dynamics, Energy Policy, 54(1), 72–86. (SSCI) - Lee, C., Song, B., and Park, Y.* (2013), How to assess patent infringement risks: A semantic patent claim analysis using dependency relationships, Technology Analysis and Strategic Management, 25(1), 23–38. (SSCI) - Song, B., Lee, C., and Park, Y.* (2013), Assessing the risks of service failures based on ripple effects: A Bayesian network approach, International Journal of Production Economics, 141(2), 493–504. (SCIE) - Lee, C., Song, B., and Park, Y.* (2012), Design of convergent product concepts using online community information: An association rule mining and decision tree approach, Expert Systems with Applications, 39(10), 9534–9542. (SCIE) - Lee, C., Cho, Y., Seol, H., and Park, Y.* (2012), A stochastic patent citation analysis approach to assessing future technological impacts, Technological Forecasting and Social Change, 79(1), 16–29. (SSCI) - Lee, C., Lee, H., Seol, H., and Park, Y.* (2012), Evaluation of new service concepts using rough set theory and group analytic hierarchy process, Expert Systems with Applications, 39(3), 3404–3412. (SCIE) - Jeon, J., Lee, C., and Park, Y.* (2011), How to use patent information to search potential technology partners in open innovation, Journal of Intellectual Property Rights, 16(5), 385–393. (SSCI) - Kim, C., Lee, H.*, Seol, H., and Lee, C. (2011), Identifying core technologies based on technological cross-impacts: An association rule mining (ARM) and analytic network process (ANP) approach, Expert Systems with Applications, 38(10), 12559–12564. (SCIE) - Lee, C., Jeon, J., and Park, Y.* (2011), Monitoring trends of technological changes based on the dynamic patent lattice: A modified formal concept analysis approach, Technological Forecasting and Social Change, 78(4), 690–702. (SSCI) - Yoon, B.*, Lee, C., Hwang, J. (2011), A framework for impact analysis of the international transfer of marine technology in a climate change era: An input-output analysis and analytic hierarchy process approach, Asian Journal of Technology Innovation, 19(1), 1–20. (SSCI) - Lee, C., Song, B., and Park, Y.* (2009), Generation of new service concepts: A morphology analysis and genetic algorithm approach, Expert Systems with Applications, 36(10), 12454–12460. (SCIE) - Lee, S., Yoon, B.*, Lee, C., and Park, J. (2009), Business planning based on technological capabilities: Patent analysis for technology-driven roadmapping, Technological Forecasting and Social Change, 76(6), 769–786. (SSCI) - Lee, H., Lee, C., Seol, H., and Park, Y.* (2008), On the R&D priority setting in technology foresight: A DEA and ANP approach, International Journal of Innovation and Technology Management, 5(2), 201–220. - Seol, H., Kim, C., Lee, C., and Park, Y.* (2007), Design process modularization: Concept and algorithm, Concurrent Engineering – Research and Applications, 15(2), 175–186. (SCI) <국내학술지> * Corresponding author - 이창용* (2023), 인공지능의 개념 및 공공부문 활용 사례: 주요 접근법 소개 및 향후 연구 방향에 대한 제언, 한국행정학보, 57(3), 395-425. (KCI) - 안준모, 문성욱, 이창용* (2022), 인텔리전트 규제: 인공지능을 활용한 산재보험 검증 사례 중심으로, 한국행정연구, 31(4), 28-51. (KCI) - Seol, H., Kim, C., Lee, C., and Park, Y.* (2009), DSM 기반의 프로세스 구조화 방법론, 품질경영학회지, 37(3), 39–53. (KCI)