BriefGPT.xyz
Aug, 2015
深度卷积网络是层次化的核机器
Deep Convolutional Networks are Hierarchical Kernel Machines
HTML
PDF
Fabio Anselmi, Lorenzo Rosasco, Cheston Tan, Tomaso Poggio
TL;DR
该论文讨论了i-theory中典型层次结构的构成，提出现代DCNs可以与具有池化和非池化层次的核机器的层级架构完全等效，最终提出高效的结构猜想。
Abstract
In
i-theory
a typical layer of a
hierarchical architecture
consists of HW modules pooling the dot products of the inputs to the layer with the transformations of a few templates under a group. Such layers include
→