LP Decoding meets LP Decoding: A Connection between Channel Coding and Compressed Sensing

Computer Science – Information Theory

Scientific paper

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Appeared in the Proceedings of the 47th Allerton Conference on Communications, Control, and Computing, Allerton House, Montice

Scientific paper

This is a tale of two linear programming decoders, namely channel coding linear programming decoding (CC-LPD) and compressed sensing linear programming decoding (CS-LPD). So far, they have evolved quite independently. The aim of the present paper is to show that there is a tight connection between, on the one hand, CS-LPD based on a zero-one measurement matrix over the reals and, on the other hand, CC-LPD of the binary linear code that is obtained by viewing this measurement matrix as a binary parity-check matrix. This connection allows one to translate performance guarantees from one setup to the other.

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