308 citations
- Duke UniversityUS58 papers
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Showing 2005 · math.STShow all
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math.ST2005★ 65 cited
On surrogate loss functions and -divergences
XuanLong Nguyen, Martin J. Wainwright, Michael I. Jordan
The goal of binary classification is to estimate a discriminant function from observations of covariate vectors and corresponding binary labels. We consider an elaboration of t…
math.ST2005★ 81 cited
Default priors for Gaussian processes
Rui Paulo
Motivated by the statistical evaluation of complex computer models, we deal with the issue of objective prior specification for the parameters of Gaussian processes. In particular,…