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stat.ME2025
MMDCP: A Distribution-free Approach to Outlier Detection and Classification with Coverage Guarantees and SCW-FDR Control
Youwu Lin, Xiaoyu Qian, Jinru Wu +2
We propose the Modified Mahalanobis Distance Conformal Prediction (MMDCP), a unified framework for multi-class classification and outlier detection under label shift, where the tra…
stat.ME2008★ 1 cited
Partial Correlation Estimation by Joint Sparse Regression Models
Jie Peng, Pei Wang, Nengfeng Zhou +1
In this paper, we propose a computationally efficient approach -- space(Sparse PArtial Correlation Estimation)-- for selecting non-zero partial correlations under the high-dimensio…