2 papers
stat.ME2025
A Unified Framework for Large-Scale Inference of Classification: Error Rate Control and Optimality
Yinrui Sun, Yin Xia
Classification is a fundamental task in supervised learning, while achieving valid misclassification rate control remains challenging due to possibly the limited predictive capabil…
stat.ME2024
Optimal Integrative Estimation for Distributed Precision Matrices with Heterogeneity Adjustment
Yinrui Sun, Yin Xia
Distributed learning offers a practical solution for the integrative analysis of multi-source datasets, especially under privacy or communication constraints. However, addressing p…