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The Earth Mover’s Pinball Loss:
Quantiles for Histogram-Valued Regression
Florian List 1
Abstract
Although ubiquitous in the sciences, histogram
data have not received much attention by the
Deep Learning community. Whilst regression
and classification tasks for scalar and vector data
are routinely solved by neural networks, a princi-
pled approach for estimating histogram labels as
a function of an input vector or im ...
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