Publications [#235774] of Robert Calderbank

Journal articles or Book chapters PUBLISHED
  1. Wang, M; Xu, W; Calderbank, R, Compressed sensing with corrupted participants, 2015 Ieee International Conference on Acoustics, Speech, and Signal Processing (Icassp) (October, 2013), pp. 4653-4657 [doi] .

    Compressed sensing (CS) theory promises one can recover real-valued sparse signal from a small number of linear measurements. Motivated by network monitoring with link failures, we for the first time consider the problem of recovering signals that contain both real-valued entries and corruptions, where the real entries represent transmission delays on normal links and the corruptions represent failed links. Unlike conventional CS, here a measurement is real-valued only if it does not include a failed link, and it is corrupted otherwise. We prove that O((d + 1)max(d, k) log n) nonadaptive measurements are enough to recover all n-dimensional signals that contain k nonzero real entries and d corruptions. We provide explicit constructions of measurements and recovery algorithms. We also analyze the performance of signal recovery when the measurements contain errors. © 2013 IEEE.