no code implementations • 19 May 2023 • Meijia Shao, Yuan Zhang
This paper studies the open problem of conformalized entry prediction in a row/column-exchangeable matrix.
1 code implementation • 16 Aug 2022 • Meijia Shao, Dong Xia, Yuan Zhang, Qiong Wu, Shuo Chen
Two-sample hypothesis testing for network comparison presents many significant challenges, including: leveraging repeated network observations and known node registration, but without requiring them to operate; relaxing strong structural assumptions; achieving finite-sample higher-order accuracy; handling different network sizes and sparsity levels; fast computation and memory parsimony; controlling false discovery rate (FDR) in multiple testing; and theoretical understandings, particularly regarding finite-sample accuracy and minimax optimality.