1 citations · 1 across the 5 of their papers we have counts for
5 papers
Communication-Efficient Distribution-Free Inference Over Networks
Mehrdad Pournaderi, Yu Xiang
Consider a star network where each local node possesses a set of test statistics that exhibit a symmetric distribution around zero when their corresponding null hypothesis is true.…
On Large-Scale Multiple Testing Over Networks: An Asymptotic Approach
Mehrdad Pournaderi, Yu Xiang
This work concerns developing communication- and computation-efficient methods for large-scale multiple testing over networks, which is of interest to many practical applications.…
Sample-and-Forward: Communication-Efficient Control of the False Discovery Rate in Networks
Mehrdad Pournaderi, Yu Xiang
This work concerns controlling the false discovery rate (FDR) in networks under communication constraints. We present sample-and-forward, a flexible and communication-efficient ver…
Communication-Efficient Distributed Multiple Testing for Large-Scale Inference
Mehrdad Pournaderi, Yu Xiang
The Benjamini-Hochberg (BH) procedure is a celebrated method for multiple testing with false discovery rate (FDR) control. In this paper, we consider large-scale distributed networ…
Differentially Private Variable Selection via the Knockoff Filter
Mehrdad Pournaderi, Yu Xiang
The knockoff filter, recently developed by Barber and Candes, is an effective procedure to perform variable selection with a controlled false discovery rate (FDR). We propose a pri…