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Showing 2010 · math.STShow all
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math.ST2010★ 600 cited
Bayes and empirical-Bayes multiplicity adjustment in the variable-selection problem
James G. Scott, James O. Berger
This paper studies the multiplicity-correction effect of standard Bayesian variable-selection priors in linear regression. Our first goal is to clarify when, and how, multiplicity…
math.ST2010★ 41 cited
Learning gradients on manifolds
Sayan Mukherjee, Qiang Wu, Ding-Xuan Zhou
A common belief in high-dimensional data analysis is that data are concentrated on a low-dimensional manifold. This motivates simultaneous dimension reduction and regression on man…