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cs.LG2026
SemPSG: A Semantic Channel-Aware Foundation Model for Polysomnography Analysis
Junyu Chen, Chenxi Liu, Shiqin Tang +5
Polysomnography (PSG) integrates multiple physiological signals to provide a comprehensive characterization of human sleep, yet its heterogeneous channel configurations across cent…
cs.LG2025
InfoDPCCA: Information-Theoretic Dynamic Probabilistic Canonical Correlation Analysis
Shiqin Tang, Shujian Yu
Extracting meaningful latent representations from high-dimensional sequential data is a crucial challenge in machine learning, with applications spanning natural science and engine…
cs.LG2025
Deep Dynamic Probabilistic Canonical Correlation Analysis
Shiqin Tang, Shujian Yu, Yining Dong +1
This paper presents Deep Dynamic Probabilistic Canonical Correlation Analysis (D2PCCA), a model that integrates deep learning with probabilistic modeling to analyze nonlinear dynam…