Leveraging cross-domain knowledge alignment for AI transformation: A contrastive learning approach using problem-solution pairs from patents
Jaewoong Choi, Juram Kim*, Changyong Lee*
People behind the lab
Assistant Professor · School of Business Administration, Dankook University
Department of Industrial Engineering, Konkuk University, Seoul, South Korea
Department of Industrial Engineering, Konkuk University, Seoul, South Korea
School of Business Administration, Dankook University, Yongin, South Korea
Department of Public Administration, Korea University, Seoul, South Korea
Computational Science Research Center, Korea Institute of Science and Technology, Seoul, South Korea
Research Intern
Business Administration · School of Business Administration, Dankook University
Research Interests: Entertainment Business Analytics, Consumer Behavior, Marketing Analytics
Research Intern
Accounting · School of Business Administration, Dankook University
Research Interests: Accounting Analytics, Financial Data Analysis, Financial Reporting
To be announced.
Our research focuses on AI- and machine learning-driven digital transformation across business, innovation, public policy, and society.
AI- and ML-driven transformation of organizations, business models, innovation processes, and public-sector systems.
Data-driven analysis of technological change, emerging opportunities, knowledge recombination, and innovation ecosystems.
NLP, large language models, representation learning, and knowledge extraction for business, policy, and scientific applications.
We work with research collaborators across Korea University, Konkuk University, Sogang University, Harvard University, Lawrence Livermore National Laboratory, KISTI, KIST, and other institutions.
International Publications
H-index
Projects
Intellectual Property
Selected publications. Expand the full list for all journal articles, works in progress, and intellectual property.
Jaewoong Choi, Juram Kim*, Changyong Lee*
Jaewoong Choi, Janghyeok Yoon, Changyong Lee*
Jaemin Chung, Janghyeok Yoon*, Jaewoong Choi*
Jaewoong Choi, Changyong Lee, Janghyeok Yoon*
2026+
Submitted
2026+
Submitted
2026+
Submitted
2026+
Submitted
2026+
Submitted
2026
(SCIE) IEEE Access, Accepted
2026
(SCIE) Applied Soft Computing, Accepted
2026.03
(SCIE) Computers & Industrial Engineering, Accepted
2026.03
(SCIE) Expert Systems with Applications, Accepted
2025.11
(SSCI) Journal of Informetrics, Accepted
2025. 09
(SSCI) Journal of Innovation & Knowledge, Accepted. JCR Top 0.87% for Management
2025.11
(SSCI) Information Processing & Management 62 (6), 104245 JCR Top 5% for Information Science & Library Science
2025.05
(ESCI) Communications Materials, 6, 100. JCR Top 18% for Materials Science, Multidisciplinary
2025.04
(SCIE) Computers & Industrial Engineering, 203, 111034. JCR Top 15% for Industrial Engineering
2025.02
(SCIE) Advanced Science, 2408221. Selected as Back Cover. JCR Top 6% for Materials Science, Multidisciplinary
2024.02
(ESCI) Communications Materials 5 (1), 13. JCR Top 18% for Materials Science, Multidisciplinary
2024.01
(SCIE) ACS Applied Materials & Interfaces 16 (2), 1957–1968. Selected as Front Cover. JCR Top 15% for Materials Science, Multidisciplinary
2023.11
(SSCI) Journal of Informetrics 17 (4), 101464. JCR Top 18% for Information Science & Library Science
2023.07
(SCIE) Journal of Materials Chemistry A 33 (11), 17628-17643.JCR Top 11% for Materials Science, Multidisciplinary
2023.01
(SSCI) Technological Forecasting and Social Change 186 (B), 122161. JCR Top 2% for Business
2022.07
(SSCI) Scientometrics 127 (11), 6615-6636. JCR Top 18% for Information Science & Library Science
2022.09
(SCIE) Computers in Industry 140, 103677. JCR Top 4% for Computer Science, Indisciplinary Applications
2022.05
(SSCI) Journal of Informetrics 16 (2), 101286. JCR Top 18% for Information Science & Library Science
2021.12
(SCIE) Computers in Industry 133, 103542. JCR Top 4% for Computer Science, Indisciplinary Applications
2020.11
(SSCI) Information Processing & Management 57 (6), 102279. JCR Top 5% for Information Science & Library Science
2020.11
(SSCI) Scientometrics 125, 1833-1876. JCR Top 18% for Information Science & Library Science
2020.07
(SCIE) Computers & Industrial Engineering 145, 106544. JCR Top 15% for Industrial Engineering
2020.04
(SSCI) Technological Forecasting and Social Change 156, 120045. JCR Top 2% for Business
2019.11
(SSCI) Technological Forecasting and Social Change 148, 119737. JCR Top 2% for Business
2021.03
(KCI) 지식재산연구, 16(1), 169-200, 2020년도 지식재산공모전 장려 수상
대한민국특허청 출원번호 10-2024-0177371 (2024)
대한민국특허청 출원번호 10-2023-0,092,570. (2023)
대한민국특허청 출원번호 10-2023-0092221 (2023)
대한민국특허청 출원번호 10-2024-0177371 (2024)
한국저작권 제C-2023-007702호 (2023)
대한민국특허청 등록번호 10-2,178,702 (2020)
대한민국특허청 등록번호 101,877,235.(2018)