Polar Gaussian Processes and Experimental Designs in Circular Domains
نویسندگان
چکیده
منابع مشابه
Polar Gaussian Processes and Experimental Designs in Circular Domains
Predicting on circular domains is a central issue that can be addressed by Gaussian process (GP) regression. However, usual GP models do not take into account the geometry of the disk in their covariance structure (or kernel), which may be a drawback at least for industrial processes involving a rotation or a diffusion from the center of the disk. We introduce so-called polar GPs defined on the...
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ژورنال
عنوان ژورنال: SIAM/ASA Journal on Uncertainty Quantification
سال: 2016
ISSN: 2166-2525
DOI: 10.1137/15m1032740