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Deep kernel learning for integral measurements

4 September 2019
Carl Jidling
J. Hendriks
Thomas B. Schon
A. Wills
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Abstract

Deep kernel learning refers to a Gaussian process that incorporates neural networks to improve the modelling of complex functions. We present a method that makes this approach feasible for problems where the data consists of line integral measurements of the target function. The performance is illustrated on computed tomography reconstruction examples.

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