Publications by Lawrence Carin.

Papers Published

  1. Renna, F; Calderbank, R; Carin, L; Rodrigues, MRD, Reconstruction of Gaussian mixture models from compressive measurements: A phase transition view, 2013 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2013 - Proceedings (December, 2013), pp. 628, IEEE [doi] .
    (last updated on 2024/12/31)

    Abstract:
    We characterize the minimum number of measurements needed to drive to zero the minimum mean squared error (MMSE) of Gaussian mixture model (GMM) input signals in the low-noise regime. The result also hints at almost phase-transition optimal recovery procedures based on a classification and reconstruction approach. © 2013 IEEE.

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