Hi everyone! I’m Shinhaeng Lee👋🏻

Shinhaeng Lee profile image

Introduce

Hello, I am Shinhaeng Lee, a Master’s student in the Department of Data Science at Hanyang University and a member of the Data Mining and Algorithm Lab, advised by Prof. Hyunjoon Kim. My research interests focuses on recommender systems, with a particular focus on Generative Recommendation, LLM-based sequential recommendation and personalization. I am interested in improving recommendation performance by combining user behavior signals with content features, and in developing robust models that generalize well in real-world service environments. In addition, I am also interested in approaches that leverage knowledge graphs and agents.

Position

  • M.S. Student in Data Science, Hanyang University (2025.03 ~ ) (Currently 4.25 / 4.5 GPA)
  • Gridone Co., AI Developer (2024.01 ~ 2025.01)
    • Developed and deployed a workflow automation framework leveraging AI models.
  • B.S in Management Information System, Myongji University (2018.03 ~ 2024.02) (4.3 / 4.5 GPA)
    • Advisor : Prof. Hanjun Lee

Research Interests

  • Generative Recommendation
  • LLM-based Sequential Recommendation

Awards

  • AI Seoultech Fellowship Master Program (2025.11)
  • Ministry of SMEs and Startups Venture Startup Academy Grand Prize (Minister’s Award)
  • Academic Excellence Award (2018, 2019, 2022, 2023)

Publications

  • One paper is currently under review at IEEE. (Please wait a moment…)
  • Also, I am currently working on generative recommendation research as a co–first author. (Please wait a moment…)
KDISS

Predicting the usefulness of online lecture reviews: using LDA and machine learning

Kyeongmin Kwon, Shinhaeng Lee, Myongjin Lee and Hanjun Lee

Journal of the Korean Data & Information Science Society 2024
Paper

MORS-K

Identifying Emerging Technologies in the ICT Sector through Entropy-Analysis Approach

Jiyong Kim, Shinhaeng Lee, Wonseok Choi and Hanjun Lee

Journal of the Military Operations Research Society of Korea 2023
Paper

KDISS

An issue analysis on microplastics using topic modeling

Akihiko Yamada, Yangho Na, Shinhaeng Lee and Hanjun Lee

Journal of the Korean Data & Information Science Society 2023
Paper

KDISS

Lecture review analysis using topic modeling

Shinhaeng Lee, Myongjin Lee, Kyeongmin Kwon and Hanjun Lee

Korean Society for Internet Information 2024
Paper