3 papers
stat.ME2026
Fair Regression under Demographic Parity: A Unified Framework
Yongzhen Feng, Weiwei Wang, Raymond K. W. Wong +1
We propose a unified framework for fair regression tasks formulated as risk minimization problems subject to a demographic parity constraint. Unlike many existing approaches that a…
stat.ME2025
Nonparametric Block Bootstrap Kolmogorov-Smirnov Goodness-of-Fit Test
Mathew Chandy, Elizabeth Schifano, Jun Yan +1
The Kolmogorov--Smirnov (KS) test is a widely used statistical test that assesses the conformity of a sample to a specified distribution. Its efficacy, however, diminishes with ser…
stat.ME2024
Subsampling-based Tests in Mediation Analysis
Asmita Roy, Huijuan Zhou, Ni Zhao +1
Testing for mediation effect poses a challenge since the null hypothesis (i.e., the absence of mediation effects) is composite, making most existing mediation tests quite conservat…