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Convolutional Dictionary Learning through Tensor Factorization

Published in arXiv (Cornell University) • Jun 10, 2015
NobleIDNI3P27W51R55S23
Authors:
Furong Huang
,
Animashree Anandkumar

Abstract

Tensor methods have emerged as a powerful paradigm for consistent learning of many latent variable models such as topic models, independent component analysis and dictionary learning. Model parameters are estimated via CP decomposition of the observed higher order input moments. However, in many dom...

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