Education
2017
- 포항공과대학교 박사(산업경영공학)
2012
- 포항공과대학교 학사(산업경영공학)
Career
2023. 03 ~ 현재
서울대학교 공과대학 기술경영경제정책 협동과정 & 자유전공학부 조교수
2022. 03 ~ 2023. 02
울산과학기술원 정보바이오융합대학 산업공학과 (인공지능대학원 겸임) 부교수
2018. 03 ~ 2022. 02
울산과학기술원 정보바이오융합대학 산업공학과 조교수
2017. 08 ~ 2018. 02
- UC San Diego 의과대학 정보의학과 박사후연구원
Research Interests
- 머신러닝 & 딥러닝
- 개인정보보호 연합학습
- 그래프 기반 표현형 학습
- 헬스케어 인공지능
- 스마트 제조
- 기술혁신을 위한 데이터 분석
- 비즈니스 애널리틱스
Publications
Since 2021
- Seok-Ju Hahn, Suhyeon Kim, Young Sik Choi, Junghye Lee*, and Jihun Kang*, “Prediction of Type 2 diabetes Using Genome-wide Polygenic Risk Score and Metabolic Information: A Machine Learning Analysis of Population-based 10-year Prospective Cohort Study”, eBioMedicine, December 2022. (SCI(E))
- Jae-Young Kim, Eo-Jin Hwang, Junghye Lee, Eunjung Kim*, and Dong-Wook Kim*, “Patient-specific molecular response dynamics can predict the possibility of relapse during the second treatment-free remission attempt in chronic myelogenous leukemia”, Neoplasia, October 2022.
- Seok-Ju Hahn, Minwoo Jeong, and Junghye Lee*, “Connecting Low-Loss Subspace Learning for Personalized Federated Learning”, The 28th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining (KDD), August 2022.
- MyoungHoon Lee, Suhyeon Kim, Hangyeol Kim, and Junghye Lee*, “Technology Opportunity Discovery using Deep Learning-based Text Mining and a Knowledge Graph”, Technological Forecasting and Social Change, 180, July 2022.
- YongKyung Oh, Chiehyeon Lim, Junghye Lee, Sewon Kim, and Sungil Kim*, “Multichannel Convolution Neural Network for Gas Mixture Classification”, Annals of Operations Research, April 2022.
- Suhyeon Kim, Hangyeol Kim, Eun-Sol Lee, Chiehyeon Lim, and Junghye Lee*, “Risk Score-embedded Deep Learning for Biological Age Estimation: Development and Validation”, Information Sciences, 586, 628-643, March 2022.
- Dwi Yuli Rakhmawati and Junghye Lee*, “A product acceptance decision-making method based on process capability with considering gauge measurement errors”, Communications in Statistics – Theory and Methods, July 2021.
- Suhyeon Kim, Wonho Sohn, Dongcheol Lim, and Junghye Lee*, “A multi-stage data mining approach for liquid bulk cargo volume analysis based on bill of lading data”, Expert Systems with Applications, 183, November 2021.
- Taek-Ho Lee, Junghye Lee*, and Chi-Hyuck Jun*, “Bilingual Autoencoder-based Efficient Harmonization of Multi-source Private Data for Accurate Predictive Modeling”, Information Sciences, 568, 403-426, August 2021.
- Junghye Lee*, Inyoung Choi, and Chi-Hyuck Jun, “An efficient multivariate feature ranking method for gene selection in high-dimensional data”, Expert Systems with Applications, 166, March 2021.
