no code implementations • 14 Apr 2024 • Xiufan Yu, Linjun Zhang, Arun Srinivasan, Min-ge Xie, Lingzhou Xue
Compared to the existing $p$-value combination methods, including the vanilla Cauchy combination method, the proposed combination framework can handle the dependence accurately and utilizes the information efficiently to construct tests with accurate size and enhanced power.
no code implementations • 20 May 2017 • Arun Srinivasan
In high-dimensional classification settings, we wish to seek a balance between high power and ensuring control over a desired loss function.