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Efficient sparse coding algorithms

Published in The MIT Press eBooks • Sep 7, 2007
NobleIDNI6P93W88R97S58
Authors:
Honglak Lee
,
Alexis Battle
,
Rajat Raina

Abstract

Sparse coding provides a class of algorithms for finding succinct representations of stimuli; given only unlabeled input data, it discovers basis functions that capture higher-level features in the data. However, finding sparse codes remains a very difficult computational problem. In this paper, we ...

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