International Conference

1. Byeongkeun Kwon, Suhyeon Kim, "Classical Mechanics Meet Deep Learning: Ship Hazardous Navigation Detection System", IISE Annual Conference & Expo 2025, Atlanta, USA, May 31-Jun 03, 2025.

2. Dain Lee, Suhyeon Kim, "A Graph Neural Network Approach for Aquatic Biodiversity Prediction Leveraging Water System Interconnection", IISE Annual Conference & Expo 2025, Atlanta, USA, May 31-Jun 03, 2025.

3. Hyun Jun Ko, Suhyeon Kim, "A Two-Stage Deep Learning work for Multivariate Air Quality Time Series Forecasting", IISE Annual Conference & Expo 2025, Atlanta, USA, May 31-Jun 03, 2025.

4. Suhyeon Kim, Hangyeol Kim, Eun-Sol Lee, Junghye Lee, "Risk Score-Embedded Deep Representation Learning for BA Estimation", Proceedings of BIEN 2021 conference, Daejeon, Korea, August 18-20, 2021.

Domestic Conference

1. Woojin Lee, Suhyeon Kim, "A Heterogeneous Graph Attention Network for Identifying Collaboration Societies in ESG Domains", Proceedings of KIIE 2025 Joint Conference, Jeju, Korea, Jun 18-21, 2025.

2. Woojin Lee, Jihoon Jang, Gahyung Lee, Suhyeon Kim, Janghoon Choi, "ReadEase: A Vision-Language Model for Enhancing Document Readability", Proceedings of KIIE 2025 Joint Conference, Jeju, Korea, Jun 18-21, 2025 (Poster).

3. Byeongkeun Kwon, Suhyeon Kim, "Mixer-integrated Graph Neural Networks for Accurate and Efficient Prediction of Crystalline Solid Properties", Proceedings of KIIE 2025 Joint Conference, Jeju, Korea, Jun 18-21, 2025 (Poster).

4. Dain Lee, Kyungsook Kim, Taehoon Kim, Suhyeon Kim, "Fishing Vessel Trajectory Prediction using a Conditional Diffusion Model", Proceedings of KIIE 2025 Joint Conference, Jeju, Korea, Jun 18-21, 2025 (Poster).

5. Soojin Lee, Suhyeon Kim, "A novel graph-based framework for identifying Data Utilization Opportunities in emerging technology: A case study of autonomous driving", Proceedings of KIIE 2025 Joint Conference, Jeju, Korea, Jun 18-21, 2025 (Poster).

6. Hyun Jun Ko, Suhyeon Kim, "A Study of Trust Network Analysis for High-risk User Detection in Cryptocurrency Platforms", Proceedings of KIIE 2025 Joint Conference, Jeju, Korea, Jun 18-21, 2025 (Poster).

7. Dasom Seong, Dain Lee, Suhyeon Kim, "Analysis for Global Key Marketing Factor of Netflix K-content based on Heterogeneous Graph", Proceedings of KIIE 2025 Joint Conference, Jeju, Korea, Jun 18-21, 2025 (Poster).

8. Soonwoo Kim, Suhyeon Kim, "Community Detection on Multi-Linked Word Graph with Edges Derived from LDA Probabilities and BERTopic Embeddings", Proceedings of KIIE 2025 Joint Conference, Jeju, Korea, Jun 18-21, 2025 (Poster).

9. Soojin Lee, Suhyeon Kim, "Technology Opportunity Discovery using Graph-based Outlier Detection and Large Language Models", Proceedings of  KICS Winter Conference 2025, Gangwon State, Korea, Feb 05-Feb 07, 2025.

10. Woojin Lee, Suhyeon Kim, "Image-to-Text Sign Language Processing and User-Based solutions", IPIU 2025, Jeju, Korea, Feb 05-Feb 07, 2025.

11. Hyun Jun Ko, Suhyeon Kim, "Deep Learning-based Multivariate Time Series Imputation for Air Quality Missing Data", Proceedings of  KICS Fall Conference 2024, Gyeongju, Korea, Nov 20-Nov22, 2024.

12. Byeongkeun Kwon, Suhyeon Kim, "Privacy-preserving Federated Learning for Abnormal Driving Behavior Detection", Proceedings of  KICS Fall Conference 2024, Gyeongju, Korea, Nov 20-Nov22, 2024.

13. Byeongkeun Kwon, Suhyeon Kim, "Baseball Match Prediction based on Graph Neural Network", Proceedings of Korean Artificial Intelligence Association 2024 Conference, Busan, Korea, Aug 15-Aug17, 2024 (Poster).

14. Dain Lee, Suhyeon Kim, "An Efficient Approach for Key Joint Analysis in Figure Skating Using a Graph Convolutional Network", Proceedings of Korean Artificial Intelligence Association 2024 Conference, Busan, Korea, Aug 15-Aug17, 2024 (Poster).

15. Min-Young Kim, Sun-Young Yoon, Suhyeon Kim, "Analysis of Social Reaction for Generative Artificial Intelligence based on Topic Modeling and Density-based Clustering", Proceedings of KAIS 2024 Conference, Jeju, Korea, May 16-May 18, 2024 (Poster).

16. Woojin Lee, Suhyeon Kim, "Knowledge Graph-Enhanced Cross-Domain Recommendation: Bridging Music and Books", Proceedings of KORMS & KIIE 2024 Joint Conference, Yeosu, Korea, May 02-May 04, 2024.

17. Taehun Kim, Suhyeon Kim, "그룹별 군집 조합 분석을 통한 노쇠 예측 요인 분석: 노인 노쇠 코호트 데이터 분석을 바탕으로", Proceedings of KORMS & KIIE 2024 Joint Conference, Yeosu, Korea, May 02-May 04, 2024 (Poster).

18. Suhyeon Kim, Taek-Ho Lee, Junghye Lee, "Temporal Matrix Factorization-based Graph Neural Network for Multivariate Time Series Forecasting with Missing Values", Proceedings of KORMS & KIIE 2023 Joint Conference, Jeju, Korea, May 31-June 03, 2023.

19. Taek-Ho Lee, Suhyeon Kim, Junghye Lee, Chi-Hyuck Jun, "Privacy-preserving Federated Predictive Analysis using Harmonized Embedding-based Self-attentive Encoder", Proceedings of KORMS & KIIE 2023 Joint Conference, Jeju, Korea, May 31-June 03, 2023.

20. Dongcheol Lim, Suhyeon Kim, Junghye Lee, "Explainable Deep Supervised Learning-based Biological Age Estimation with Risk Score", Proceedings of KORMS & KIIE 2023 Joint Conference, Jeju, Korea, May 31-June 03, 2023.

21. Wonho Sohn, Dongcheol Lim, Suhyeon Kim, HyeRim Park, Junghye Lee, Junho Kim, Seolhee Noh, Doosup Choi, Yongmin Choi, Wonji Lee, Hwansung Yu, "SI-MCN: Style Identifiable Outfit Compatibility Learning for Fashion Recommendations", Proceedings of  KIIE 2022 Fall Conference, Incheon, Korea, November 04-05, 2022.

22. Suhyeon Kim, Taek-Ho Lee, Junghye Lee, "T-NESNet: Temporal Node-Edge Switching Network for Multivariate Time Series Forecasting", Proceedings of KORMS & KIIE 2022 Joint Conference, Jeju, Korea, June 01-04, 2022.

23. Taek-Ho Lee, Suhyeon Kim, Junghye Lee, Chi-Hyuck Jun, "Efficient Privacy-preserving Shared Representation Learning in Cross-device Federated Learning", Proceedings of KORMS & KIIE 2022 Joint Conference, Jeju, Korea, June 01-04, 2022.

24. MyoungHoon Lee, Suhyeon Kim, Hangyeol Kim, Junghye Lee, "Development of Technology Opportunity Discovery index based on Knowledge Graph Analysis and Deep Learning-based Text mining ", Proceedings of KORMS & KIIE 2021 Joint Conference, Jeju, Korea, June 2-5, 2021.

25. Wonho Sohn, Suhyeon Kim, Dongcheol Lim and Junghye Lee, "A Port Throughput Prediction Model based on Dynamic Graph Representation Learning", Proceedings of KORMS & KIIE 2021 Joint Conference, Jeju, Korea, June 2-5, 2021.

26. Suhyeon Kim, Wonho Sohn, Dongcheol Lim and Junghye Lee, "Development of A Novel Framework for Liquid Bulk Cargo Volume Analysis", Proceedings of KIIE 2019 Fall Conference, Seoul, Korea, November 8, 2019.

27. Suhyeon Kim, Hangyeol Kim and Junghye Lee, "Development of Biological Age based on Representation Learning", Proceedings of KDMS 2018 Spring Conference, Seoul, Korea, November 8, 2018.

28. Suhyeon Kim, Haecheong Park and Junghye Lee, "Word2vec based Latent Semantic Analysis (W2V-LSA): New Topic Modeling Method for Trend Analysis on Blockchain Technology Research", Proceedings of KIIE 2018 Fall Conference, Seoul, Korea, November 8, 2018.