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May, 2018
深度神经网络的热带几何
Tropical Geometry of Deep Neural Networks
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Liwen Zhang, Gregory Naitzat, Lek-Heng Lim
TL;DR
该研究建立了前馈神经网络与 tropical 空间之间的联系,通过这个联系,我们证明了具有一个隐藏层的前馈神经网络可以通过 zonotopes 来特征化,并且与 tropical hypersurfaces 相关联。
Abstract
We establish, for the first time, connections between
feedforward neural networks
with
relu activation
and
tropical geometry
--- we show t
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