Publications

[International Conference] Gati L. Martin, Jiyoung Woo, Yunyoung Nam, "Enhancing Multi-Label Emotion Recognition with a Multimodal Deep Learning Approach," in The 1st International Conference on Multidisciplinary Approaches to Social Problem-Solving (MASP), Phnom Penh, Cambodia, pp. 50-53, June 23-27, 2025. (Presentation: June 24)

[SCI] Gati Lother Martin, Sang-Min Lee, Jong-Hyun Kim, Young-Seob Jeong, Ah Reum Kang, Jiyoung Woo, "Deep Defense Against Mal-Doc: Utilizing Transformer and SeqGAN for Detecting and Classifying Document Type Malware," Applied Sciences, Vol. 15, Issue 6, pp.1-23, March 10, 2025. 

[KCI] Gati Lother Martin, Young-Seob Jeong, Ah Reum Kang, Jiyoung Woo, "HWP Malware Detection using Transformer," Journal of The Korea Society of Computer and Information, Vol. 30, No. 1, pp. 87-97, January 1st, 2025

[International Conference] Gati L. Martin, Jiyoung Woo, "Emotion Recognition in Children’s Speech: Using Acoustic and Spectral Features," in Proceedings of the 8th  International Conference on ICT for Smart Health & Home (ICT4sHealth & Home), Bangkok, Thailand, pp. 56-60, December 18-21, 2024. (Presentation: December 19)

[Conference] Gati L. Martin, Jiyoung Woo, "Speech Emotion Classification Using Acoustic Features: Feature Selection Approaches," in Proceedings of The Korea Society of Computer and Information Summer Conference, Jeju, Korea, Vol. 32, Issue 2, pp. 63-64, July 11-13, 2024. (Presentation: July 12)

[International Conference] Gati L. Martin, Jiyoung Woo, "Speech Emotion Classification Using Acoustic and Spectral Features with Machine Learning," in Proceedings of the 6th Engineering in Biomedical and Rehabilitation & Home Conference (EBRC), Tokyo, Japan, pp. 74-78, June 24-28, 2024. (Presentation: June 25)

[International Conference] Gati Lother Martin and Jiyoung Woo, "Synthetic Data Generation toward Prediction of Cardiac Event in Renal Disease Patients," in Proceedings of the 6th International Conference on ICT for Smart Health & Home (ICT4sHealth & Home), Kota Kinabalu, Malaysia, December 18–22, 2022. (Presentation: December 19)

[International Conference] Gati L Martin, Medard E Mswahili, Young-Seob Jeong, 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).

[PLoS ONE] Yang-Hoon Chung, Young-Seob Jeong, Gati Lother Martin, Min Seo Choi, You Jin Kang, Misoon Lee, Ana Cho, Bon Sung Koo, Sung Hwan Cho, Sang Hyun Kim, "Prediction of blood pressure changes associated with abdominal pressure changes during robotic laparoscopic low abdominal surgery using deep learning," PLoS ONE, Vol. 17, Issue 6, pp.1-12, June 6, 2022 

[International Conference] Medard E. Mswahili, Gati L. Martin, Young-Seob Jeong, and Jiyoung Woo, "Chemical Compound Activeness Prediction Models For COVID-19 Drugs Discovery using Machine Learning and Lipinski's Descriptors," in Proceedings of the 5th International Conference on ICT for Smart Health & Home (ICT4sHealth & Home), Jeongseon, South Korea, pp. 11-15, December 21-23, 2021. (Presentation: December 22)

[SCI] Medard Edmund Mswahili, Gati Lother Martin, Jiyoung Woo, Guang J. Choi, and Young-Seob Jeong, "Antimalarial Drug Predictions Using Molecular Descriptors and Machine Learning against Plasmodium Falciparum," Biomolecules, Vol. 11(12), Issue 1750, pp.1-15, November 24, 2021.

[International Conference] Jun Young Lee, Gati Lother Martin, Medard Edmund Mswahili, and Young-Seob Jeong, "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)

[Archive] Gati L. Martin, Medard E. Mswahili, Young-Seob Jeong, "Sentiment Classification in Swahili Language Using Multilingual BERT," arXiv:2104.09006, April 19, 2021 (AfricaNLP Workshop).

[SCI] Medard Edmund Mswahili, Min-Jeong Lee, Gati Lother Martin, Junghyun Kim, Paul Kim, Guang J. Choi, and Young-Seob Jeong, "Cocrystal Prediction Using Machine Learning Models and Descriptors," Applied Sciences, Vol. 11(3), Issue 1323, pp.1-12, February 1, 2021.

[International Conference] 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)