Computational Systems Biology Lab.
School of Electrical Engineering and Computer Science (EECS)
Gwangju Institute of Science and Technology (GIST)
123 Cheomdangwagi-ro, Buk-gu, Gwangju, 61005, Republic of Korea
Mobile : +82-10-9931-2124
Office : +82-62-715-2651
Bioinformatics, Cheminformatics, Computational drug discovery, Drug safety prediction
Information and Communications, GIST, Gwangju, Korea.
Thesis: Model construction for predicting drug candidates by using machine learning algorithms
Advisor: Prof. Hojung Nam
Computer Science, Sejong Univ., Seoul, Korea
Publications (Peer Reviewed)
Hyunho Kim, Eunyoung Kim, Ingoo Lee, Bongsung Bae, Minsu Park, Hojung Nam*, " Artificial Intelligence in Drug Discovery: A Comprehensive Review of Data-Driven and Machine Learning Approaches", Biotechnology and Bioprocess Engineering, Accepted.
Eunyoung Kim, A-sol Choi, Hojung Nam*, "Drug repositioning of herbal compounds via a machine-learning approach", BMC Bioinformatics, 2019 20 (Suppl 10) :247.
Eunyoung Kim, Hojung Nam*, "Prediction models for drug-induced hepatotoxicity by using weighted molecular fingerprints", BMC Bioinformatics, 2017, 18(Suppl 7):227.
약물로 인한 간독성 유발 예측 모델, 남호정, 김은영, 2018-0057399, 2018, Korea (출원)
Programming languages (Python, Matlab, R)
Machine learning and Deep learning skills (Keras, Scikit-learn, MultiProcessing, etc.)
Database management (MySQL, PostgreSQL)
Activities & Awards
2016 - 2020. Full government scholarship (Ph.D. program)
2014 - 2015. Full government scholarship (M.S. program)
GUP(Global University Project) Scholarship in GIST, 2017
BIOINFO 2016, Korean Society for Bioinformatics and System Biology, best poster award
Eunyoung Kim, A-sol Choi, Hojung Nam*, “Drug Repositioning of Herbal Compounds via a Machine-Learning Approach”, ACM 12th International Workshop on Data and Text Mining in Biomedical Informatics, Turin, Italy, October 22-26, 2018
Eunyoung Kim, A-sol Choi, Hojung Nam*, "Drug repositioning for natural products using machine learning approaches", RECOMB 2018, Paris, France, April 19~24, 2018 (poster)
Eunyoung Kim, Hojung Nam*, "Prediction of drug-drug interactions using molecular structure information and link prediction approaches", ISMB/ECCB 2017, Prague Congress Center, Czech Republic, July 21~25, 2017 (poster)
Eunyoung Kim, Hojung Nam*, "Prediction models for drug-induced liver injury using substructure information", The 13th KOGO Winter Symposium 2017, Hongcheon, Korea, Feb 8~10, 2017 (poster)
Eunyoung Kim, Hojung Nam*, "Developing prediction model for drug-induced liver injury by using substructure information" BIOINFO 2016, Incheon, Korea, Aug, 17~19, 2016 (poster, best poster award)
Eunyoung Kim, Sangwoo Kim, Suhyun Ha, Hojung Nam*, "Developing compound toxicity classification models using physicochemical properties and structure information", The 14th Asia Pacific Bioinformatics Conference, San Francisco Bay Area, United States, Jan 11-13, 2016 (poster)
Eunyoung Kim, Sangwoo Kim, Suhyun Ha, Hojung Nam*, "Toxicity Predictions using Compound Descriptions", the ACM 9th International Workshop on Data and Text Mining in Bioinformatics, Melbourne, Australia, Oct. 23, 2015 (poster)