2 papers
cs.DS2026
An efficient recursive decomposition algorithm for undirected graphs
Pei Heng, Yi Sun, Jianhua Guo
The decomposition of undirected graphs simplifies complex problems by breaking them into solvable subgraphs, following the philosophy of divide and conquer. This paper investigates…
stat.ML2026
Structural Dimension Reduction in Bayesian Networks
Pei Heng, Yi Sun, Jianhua Guo
This work introduces a novel technique, named structural dimension reduction, to collapse a Bayesian network onto a minimum and localized one while ensuring that probabilistic infe…