Author

Hao-Yi Yang

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Preprint Sep 2026

Asymptotic Theory for Combining Dependent $p$-Values for Global Hypothesis Testing

Combining $p$-values is a fundamental procedure in global hypothesis testing. In modern high-dimensional settings, however, component $p$-values often exhibit complex dependence and rely on asymptotic approximations rather than exact finite-sample uniform distributions. This paper establishes a unified asymptotic theor...

Hao-Yi Yang, Ling-Zhou Xue · 0 citations

Preprint Sep 2026

Adaptive Regularization via Extreme Value Distributions for Gaussian Graphical Models

Edge selection in Gaussian graphical models is fundamentally a variable selection problem where pairwise relationships determine construct validity and variable importance in psychological networks. In psychology, network estimation relies predominantly on $\ell_1$ regularization where uniform shrinkage systematicall...

A. Christensen, Jeongwon Choi, Hao-Yi Yang et al. · 0 citations