Sumin Han (Immanuel) 📖
Sumin Han (Immanuel)

Faculty Member

About Me

Dr. Sumin Han is a faculty member at the Korea Science Academy of KAIST in Busan, where he teaches machine learning to gifted science students — returning to the school he himself graduated from in 2013.

He holds a Ph.D. in Computer Science from KAIST, where his dissertation developed spatiotemporal traffic forecasting models informed by urban human activity. His research spans deep learning, graph neural networks, and geospatial AI. Before joining KSA, he worked on applied AI for the financial sector and on LLM agent platforms in industry.

He teaches on the conviction that what happens in a gifted student’s first encounter with real research shapes everything that follows.

E-mail: suminhan@ksa.kaist.hs.kr

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Interests
  • Traffic Prediction
  • Urban Computing
  • GeoSpatial AI
  • AI Education
Education
  • Ph.D. Computer Science

    KAIST

  • B.S. Computer Science

    KAIST

  • School for Gifted Science Students

    Korea Science Academy of KAIST

News
Featured Publications
Recent Blog Post
Recent Publications
(2025). Urban Vibrancy Embedding and Application on Traffic Prediction. arXiv.
(2024). Multiple Area Feature-aware Spatio-temporal Public Transit Prediction. Arxiv.
(2023). Improving Real Estate Appraisal with POI Integration and Areal Embedding. PAKDD-WS.
(2023). *Enhancing Spatiotemporal Traffic Prediction through Urban Human Activity Analysis. CIKM.
Recent & Upcoming Talks