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stat.ME2026
Consistent Bayesian Local Spatial Feature Selection with Application to Spatial Multimodal Omics
Kun Huang, Xiyu Peng, Huiyan Sang +1
Motivated by a high-dimensional regression problem in spatial multimodal omics (SMO), we propose a Bayesian framework for local spatial feature selection, where a random domain par…
stat.ME2025
GS-BART: Bayesian Additive Regression Trees with Graph-split Decision Rules
Shuren He, Huiyan Sang, Quan Zhou
Ensemble decision tree methods such as XGBoost, Random Forest, and Bayesian Additive Regression Trees (BART) have gained enormous popularity in data science for their superior perf…