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Zheng-Yan Zhang

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Preprint Sep 2026

The Equivariance Criterion in a Linear Model for Random-$X$ Cases

Equivariance is increasingly used in machine learning and statistics, often without systematic justification. In a companion article, the equivariance criterion was applied to the normal linear model with a fixed design matrix (fixed-$X$), yielding the minimum risk equivariant (MRE) estimators of the coefficient vector...

Zheng-Yan Zhang, Hao-Jin Zhou · 0 citations

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