3 papers
cs.LG2025
Information Subtraction: Learning Representations for Conditional Entropy
Keng Hou Leong, Yuxuan Xiu, Wai Kin +1
The representations of conditional entropy and conditional mutual information are significant in explaining the unique effects among variables. While previous studies based on cond…
math.OC2025
Public Access Defibrillator Deployment for Cardiac Arrests: A Learn-Then-Optimize Approach with SHAP-based Interpretable Analytics
Kexin Cao, Chih-Yuan Yang, Keng-Hou Leong +3
Out-of-hospital cardiac arrest (OHCA) survival rates remain extremely low due to challenges in the timely accessibility of medical devices. Therefore, effective deployment of autom…
cond-mat.stat-mech2024
Dynamical Reversibility and A New Theory of Causal Emergence based on SVD
Jiang Zhang, Ruyi Tao, Keng Hou Leong +2
The theory of causal emergence (CE) with effective information (EI) posits that complex systems can exhibit CE, where macro-dynamics show stronger causal effects than micro-dynamic…