2 papers
cs.LG2024
Discovering Common Information in Multi-view Data
Qi Zhang, Mingfei Lu, Shujian Yu +2
We introduce an innovative and mathematically rigorous definition for computing common information from multi-view data, drawing inspiration from Gács-Körner common information i…
cs.LG2024
Jacobian Regularizer-based Neural Granger Causality
Wanqi Zhou, Shuanghao Bai, Shujian Yu +2
With the advancement of neural networks, diverse methods for neural Granger causality have emerged, which demonstrate proficiency in handling complex data, and nonlinear relationsh…