2 papers
math.ST2026
Trustworthy Decisions in Reliability Set Estimation under Insufficient Model Information
Holger Dette, Zhengfu Liu, Jun Yu
Reliability set estimation identifies input regions where a response probability exceeds a target level, bridging estimation and safety-critical decisions. Practitioners typically…
stat.ME2024
Multi-resolution subsampling for large-scale linear classification
Haolin Chen, Holger Dette, Jun Yu
Subsampling is one of the popular methods to balance statistical efficiency and computational efficiency in the big data era. Most approaches aim at selecting informative or repres…