Publications & Awards
Papers
SCI/SCIE journals
Medard Edmund Mswahili, JunHa Hwang, Jagath C. Rajapakse, Kyuri Jo, Young-Seob Jeong, "Positional Embeddings and Zero-shot Learning using BERT for Molecular-Property Prediction," Journal of Cheminformatics, 2025 (Published: 05 February 2025, Volume 17, article number 17, (2025).
Medard Edmund Mswahili, Young-Seob Jeong, "Transformer-Based Models For Chemical SMILES Representation: A Comprehensive Literature Review," Heliyon, Vol. 10, Issue 20, pp.1-18, October 30, 2024. (ISSN: 2405-8440, IF: 3.4, Publisher: CELL PRESS) [ACK: 중점연구소컴정연2020(50%)]
Medard Edmund Mswahili, Kyuri Jo, Seung Dong Lee, Young-Seob Jeong, "Multi type Features Graph Neural Networks for Cocrystals Prediction using API coformers Interactions," Current Medicinal Chemistry, Vol. 31, Issue 36, pp.5953-5968, 2024. (online publication date: May 22, 2024) [ACK: 중점연구소컴정연2020(50%), 소중(50%)]
Medard Edmund Mswahili, Goodwill Erasmo Ndomba, Young Jin Kim, Kyuri Jo, Young-Seob Jeong (corresponding author), "Relational Graph Convolution Network with Multi Features for Anti-COVID-19 Drugs Discovery using 3CLpro Potential Target," Current Bioinformatics, Vol. 20, Issue 1, pp.18-30, 2025. (online publicationd date: March 8, 2024) [ACK: 중점연구소컴정연2020(50%)]
Medard Edmund Mswahili, Goodwill Erasmo Ndomba, Kyuri Jo, Young-Seob Jeong, "Graph Neural Network and BERT Model for Antimalarial Drug Predictions Using Plasmodium Potential Targets," Applied Sciences, Vol. 14, Issue 1472, pp.1-17, February 11, 2024. [ACK: NRF2020(50%), NRF2023간호대(50%)]
Young-Seob Jeong, Medard Edmund Mswahili, Ah Reum Kang, "File-level malware detection using byte streams," Scientific Reports, Vol. 13, Issue 8925, pp.1-7, June 1, 2023. [ACK: None]
International Conference (well-known, prestigious, & top-tier)
Gati L Martin, Medard E Mswahili, Young-Seob Jeong (corresponding author), Jiyoung Woo, "SwahBERT: Language Model of Swahili," in Proceedings of the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL), Seattle, Washington, pp.314-324, July 10-15, 2022. (presentation: July 13) [ACK: NRF2020,BK21]
Korea Journal Central (KJC) - KCI
Byung-Il Yun, Dahye Kim, Young-Jin Kim, Medard Edmund Mswahili, Young-Seob Jeong, "Improving the Classification of Population and Housing Census with AI: An Industry and Job Code Study," Journal of The Korea Society of Computer and Information, Vol. 28, Issue 4, pp.21-29, April 28, 2023. [ACK: NRF2020]
Young-Seob Jeong, Chaegyun Lim, SeungDong Lee, Medard Edmund Mswahili, Goodwill Erasmo Ndomba, Ho-Jin Choi, "Rule-based Normalization of Relative Temporal Information," Journal of The Korea Society of Computer and Information, Vol. 27, No. 12, pp.41-49, December 30, 2022. [ACK: 국립대2022]
International Conference
Chae-Gyun Lim, Ho-Jin Choi, Medard Edmund Mswahili, Goodwill Erasmo Ndomba, Young-Seob Jeong, "Machine Feeling by Knowledge Acquisition with Emotion Map," to be appeared in Proceedings of IEEE International Conference on Big Data and Smart Computing (BigComp), Bangkok, Thailand, February 18-21, 2024.(presentation: February 20) [ACK: NRF2020(50%), NRF소설(50%)]
Young-Seob Jeong, EunJin Kim, Junha Hwang, Medard Edmund Mswahili, and YoungJin Kim, "Language Model for Statistics Domain", in Proceedings of the 5th International Conference on Artificial Intelligence for Industries (AI4I 2022), California, USA, pp.54-54, September 19-21, 2022. (presentation: September 20) [ACK: 소중]
Medard Edmund Mswahili, YoungJin Kim, Young-Seob Jeong (corresponding author), and Junha Hwang, "Graph Neural Network Models for Chemical Compound Activeness Prediction For COVID-19 Drugs Discovery using Lipinski’s Descriptors", in Proceedings of the 5th International Conference on Artificial Intelligence for Industries (AI4I 2022), California, USA, pp.20-21, September 19-21, 2022. (presentation: September 19) [ACK: 소중]
Medard E. Mswahili, Gati L. Martin, Young-Seob Jeong, and Jiyoung Woo (corresponding author), "Chemical Compound Activeness Prediction Models For COVID-19 Drug Discovery using Machine Learning and Lipinski's Descriptors" in Proceedings of the 5th International Conference on ICT for Smart Health & Home (ICT4sHealth & Home), High1 Hotel & Resort, Jeongseon-gun, South Korea, pp. 11-15, December 21-23, 2021. (presentation: December, 22)
Jun Young Lee, Gati Lother Martin, Medard Edmund Mswahili, and Young-Seob Jeong (corresponding author), "Prediction of Stroke Patients Using Random Forest Models," in Proceedings of the 3rd Engineering in Biomedical and Rehabilitation Conference, Jeju, South Korea, pp. 26-28, June 27-30, 2021. (presentation: June, 28)
Gati L. Martin, Medard E. Mswahili, Dahye Kim, and Young-Seob Jeong (corresponding author), "Deep Learning in Pharmaceutical Formulations," in Proceedings of the 4th International Conference on ICT for Smart Health & Home (ICT4sHealth & Home), Jeju, South Korea, pp. 123-126, December 20-23, 2020. (presentation: December, 21)
Awards
Springer Nature, Reviewer Certificate Award, In recognition of the contribution to manuscript for Scientific Reports, November 07th, 2024.
Certificate of Excellence in Reviewing, In recognition of an outstanding contribution to the quality of the Journal of Pharmaceutical Research International, December 14th, 2021.
The outstanding paper award, The 5th International Conference on ICT for Smart Health & Home (ICT4sHealth & Home), December 21-23, 2021.
The outstanding paper award, The 4th International Conference on ICT for Smart Health & Home (ICT4sHealth & Home), December 20-23, 2020.