More Publications

Journal

Journal article J2
A Taxonomy of Heterogeneous Statistical Interdependencies for Graph-based Financial Time Series Prediction
Insu Choi*, Woosung Koh*, Gimin Kang, Yuntae Jang, Woo Chang Kim
Engineering Applications of Artificial Intelligence (SCIE, Q1)
pdf Time-series Prediction, Non-stationarity, Financial Markets
Journal article J1
Network-based exploratory data analysis and explainable three-stage deep clustering for financial customer profiling
Insu Choi*, Woosung Koh*, Bonwoo Koo*, Woo Chang Kim
Engineering Applications of Artificial Intelligence (SCIE, Q1)
pdf Explainable AI, Personalized AI

Workshop paper W2
Encoding Temporal Statistical-space Priors via Augmented Representation
Insu Choi*, Woosung Koh*, Gimin Kang, Yuntae Jang, Woo Chang Kim
IJCAI 2024 STRL Workshop Oral
pdf Time-series Prediction, Non-stationarity, Financial Markets
Workshop paper W1
Curriculum Learning and Imitation Learning for Model-free Control on Financial Time-series
Woosung Koh*, Insu Choi*, Yuntae Jang*, Gimin Kang, Woo Chang Kim
AAAI 2024 AI4TS Workshop Oral
pdf Reinforcement Learning, Financial Markets