Embodiments relate to a method and apparatus for low complexity robust reconstruction of noisy signals. The method includes receiving, by a receiving unit, a set of noisy measurements. The method further includes obtaining, by a reconstruction unit, an estimate of the signal based on the set of noisy measurements and a plurality of parameters. The plurality of parameters includes a projection matrix that transforms the signal from a sparse domain to a compressed domain and postulated parameters.
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