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Notes on Convolutional Neural Networks

Bouvrie, Jake (2006) Notes on Convolutional Neural Networks. (Unpublished)

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Abstract

We discuss the derivation and implementation of convolutional neural networks, followed by an extension which allows one to learn sparse combinations of feature maps. The derivation we present is specific to two-dimensional data and convolutions, but can be extended without much additional effort to an arbitrary number of dimensions. Throughout the discussion, we emphasize efficiency of the implementation, and give small snippets of MATLAB code to accompany the equations.

Item Type:Other
Keywords:convolutional neural networks, machine vision, machine learning
Subjects:Computer Science > Neural Nets
ID Code:5869
Deposited By:Bouvrie, MR Jake
Deposited On:10 Dec 2007 21:42
Last Modified:11 Mar 2011 08:57

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