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The generalized approximate message passing (GAMP) algorithm is an efficient method of MAP or approximate-MMSE estimation of $x$ observed from a noisy version of the transform coefficients $z = Ax$.
“Stable fixed points of loopy belief propagation are minima of the Bethe free energy,”
T. Heskes, · 2002
Earlier work this paper cites.
“Generalized approximate message passing for estimation with random linear mixing,”
S. Rangan, · 2011
Earlier work this paper cites.
“Universality in polytope phase transitions and iterative algorithms,”
M. Bayati, M. Lelarge, and A. Montanari, · 2012
Earlier work this paper cites.
“Compressive phase retrieval via generalized approximate message passing,”
P. Schniter and S. Rangan, · 2012
Earlier work this paper cites.
“Message-passing de-quantization with applications to compressed sensing,”
U. S. Kamilov, V. K. Goyal, and S. Rangan, · 2012
Cited alongside, same era.
“State evolution for general approximate message passing algorithms, with applications to spatial coupling,”
Adel Javanmard and Andrea Montanari, · 2013
Cited alongside, same era.
“Fixed points of generalized approximate message passing with arbitrary matrices,”
S. Rangan, P. Schniter, E. Riegler, A. Fletcher, and V. Cevher, · 2013
Cited alongside, same era.
“Variational free energies for compressed sensing,”
F. Krzakala, A. Manoel, E. W. Tramel, and L. Zdeborová, · 2014
Cited alongside, same era.
“GAMPmatlab,”
S. Rangan, P. Schniter, J. T. Parker, J. Ziniel, J. Vila, M. Borgerding, and et al.,
Cited in the paper.
“SwAMP demo user’s manual,”
Andre Manoel, Florent Krzakala, Eric W. Tramel, and Lenka Zdeborová,
Cited in the paper.
“On convergence of approximate message passing,”
F. Caltagirone, F. Krzakala, and L. Zdeborová, · 2014
Closest in time.
“On the convergence of generalized approximate message passing with arbitrary matrices,”
S. Rangan, P. Schniter, and A. Fletcher, · 2014
Closest in time.
“Sparse estimation with the swept approximated message-passing algorithm,”
Andre Manoel, Florent Krzakala, Eric W. Tramel, and Lenka Zdeborová, · 2014
Closest in time.
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