@inproceedings{9ee4e90aaf55449ba4d0f38ef6d62798,
title = "Generalized Approximate Message Passing for Noisy 1-Bit Compressed Sensing with Side-Information",
abstract = "We consider the problem of sparse signal reconstruction from noisy 1-bit compressed measurements when the receiver has access to side information. We assume that compressed measurements are corrupted by additive white Gaussian noise before quantization and sign-flip error after quantization. A generalized approximate message passing-based algorithm for signal reconstruction from noisy 1-bit compressed measurements is proposed and then, it is extended to the case when side information is available. We show that 1-bit compressed measurements based signal reconstruction is quite sensitive to noise and the reconstruction performance can be greatly improved by exploiting available side information at the receiver.",
keywords = "1-bit compressed measurements, approximate message passing, side information, sparse signal reconstruction",
author = "Swatantra Kafle and Thakshila Wimalajeewa and Varshney, {Pramod K.}",
note = "Publisher Copyright: {\textcopyright} 2018 IEEE.; 52nd Asilomar Conference on Signals, Systems and Computers, ACSSC 2018 ; Conference date: 28-10-2018 Through 31-10-2018",
year = "2018",
month = jul,
day = "2",
doi = "10.1109/ACSSC.2018.8645169",
language = "English (US)",
series = "Conference Record - Asilomar Conference on Signals, Systems and Computers",
publisher = "IEEE Computer Society",
pages = "1964--1968",
editor = "Matthews, {Michael B.}",
booktitle = "Conference Record of the 52nd Asilomar Conference on Signals, Systems and Computers, ACSSC 2018",
address = "United States",
}