Publications

Sumin Han (Immanuel), Yeji Lee, Jisun An, Dongman Lee (2025). Urban Vibrancy Embedding and Application on Traffic Prediction. IEEE BigComp 2025.

Sumin Han (Immanuel), Jisun An, Youngjun Park, Suji Kim, Kitae Jang, Dongman Lee (2024). Multiple Area Feature-aware Spatio-temporal Public Transit Prediction. Arxiv.

Sumin Han (Immanuel), Youngjun Park, Sonia Sabir, Jisun An, Dongman Lee (2023). Improving Real Estate Appraisal with POI Integration and Areal Embedding. PAKDD-WS.

Sumin Han (Immanuel), Youngjun Park, Minji Lee, Jisun An, Dongman Lee (2023). *Enhancing Spatiotemporal Traffic Prediction through Urban Human Activity Analysis. CIKM.

Sumin Han (Immanuel), Jisun An, Dongman Lee (2021). Spatio-Temporal Road Traffic Prediction using Real-time Regional Knowledge.

Sumin Han (Immanuel), Dasom Hong, Dongman Lee (2020). Exploring Commercial Gentrification using Instagram Data. ASONAM.

Sumin Han (Immanuel), Kinam Park, Dongman Lee (2020). Discovering Daily POI Exploitation Using LTE Cell Tower Access Traces in Urban Environment. SocInfo.

Dongmin Kim, Sumin Han (Immanuel), Heesuk Son, Dongman Lee (2020). Human Activity Recognition Using Semi-supervised Multi-modal DEC for Instagram Data. PAKDD.