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Eunyoung Kim

Ph.D. student

 

Contact Information

                       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

                       eykim@gist.ac.kr

Research Areas

Bioinformatics, Cheminformatics, Computational drug discovery, Drug safety prediction

Education

                       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.

Conferences/Presentations

Patents

​약물로 인한 간독성 유발 예측 모델, 남호정, 김은영, 2018-0057399, 2018, Korea (출원)

Skills

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)

M.S.

B.S.

Address

Phone

Email

2018

2017

2016

2015

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