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Learning a Compressed Sensing Measurement Matrix via Gradient Unrolling.

arXiv: Machine Learning, (2019)

Cited by: 13|Views104
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Abstract

Linear encoding of sparse vectors is widely popular, but is commonly data-independent -- missing any possible extra (but a-priori unknown) structure beyond sparsity. In this paper we present a new method to learn linear encoders that adapt to data, while still performing well with the widely used $ell_1$ decoder. The convex $ell_1$ decode...More

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Author
Shanshan Wu
Shanshan Wu
Daniel Holtmann-Rice
Daniel Holtmann-Rice
Dmitry Storcheus
Dmitry Storcheus
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