3 papers
stat.ME2025
Reconstruct Ising Model with Global Optimality via SLIDE
Xuanyu Chen, Jin Zhu, Junxian Zhu +2
The reconstruction of interaction networks between random events is a critical problem arising from statistical physics and politics, sociology, biology, psychology, and beyond. Th…
stat.ML2025
A Consistent and Scalable Algorithm for Best Subset Selection in Single Index Models
Borui Tang, Jin Zhu, Junxian Zhu +2
Analysis of high-dimensional data has led to increased interest in both single index models (SIMs) and the best-subset selection. SIMs provide an interpretable and flexible modelin…
stat.ME2024
Studentized Tests of Independence: Random-Lifter approach
Zhe Gao, Roulin Wang, Xueqin Wang +1
The exploration of associations between random objects with complex geometric structures has catalyzed the development of various novel statistical tests encompassing distance-base…