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Scalar-on-Image Regression via the Soft-Thresholded Gaussian Process

This work concerns spatial variable selection for scalar-on-image regression. We propose a new class of Bayesian nonparametric models and develop an efficient posterior computational aigorithm. The proposed soft-thresholded Gaussian process provides large prior support over the class of piecewise-sm...

Disgrifiad llawn

Wedi'i Gadw mewn:
Manylion Llyfryddiaeth
Cyhoeddwyd yn:Biometrika
Prif Awduron: Kang, Jian, Reich, Brian J., Staicu, Ana-Maria
Fformat: Artigo
Iaith:Inglês
Cyhoeddwyd: 2018
Pynciau:
Mynediad Ar-lein:https://ncbi.nlm.nih.gov/pmc/articles/PMC6345249/
https://ncbi.nlm.nih.gov/pubmed/30686828
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1093/biomet/asx075
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