One Scan 1-Bit Compressed Sensing

@inproceedings{Li2016OneS1,
  title={One Scan 1-Bit Compressed Sensing},
  author={Ping Li},
  booktitle={AISTATS},
  year={2016}
}
Based onα-stable random projections with small α, we develop a simple algorithm for compressed sensing (spar se signal recovery) by using only 1-bit (i.e., the sign) of the m asurements. The method of α-stable random projections has become popular in data stream computations. Using only 1 -bit of the measurements results in substantial cost reduction in collection, storage, communication, and deco ing for compressed sensing. The proposed algorithm is efficient in that the decoding procedure… CONTINUE READING
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