Search Results for author: Meijia Shao

Found 2 papers, 1 papers with code

Distribution-Free Matrix Prediction Under Arbitrary Missing Pattern

no code implementations19 May 2023 Meijia Shao, Yuan Zhang

This paper studies the open problem of conformalized entry prediction in a row/column-exchangeable matrix.

Conformal Prediction

Higher-order accurate two-sample network inference and network hashing

1 code implementation16 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.

Vocal Bursts Valence Prediction

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