Introduction and Performance Analysis of Approximate Message Passing (AMP) for Compressed Sensing Signal Recovery 


Vol. 38,  No. 11, pp. 1029-1043, Nov.  2013


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  Abstract

We introduce Approximate Message Passing (AMP) algorithm which is one of the efficient recovery algorithms in Compressive Sensing (CS) area. Recently, AMP algorithm has gained a lot of attention due to its good performance and yet simple structure. This paper provides not only a understanding of the AMP algorithm but its relationship with a classical (Sum-Product) Message Passing (MP) algorithm. Numerical experiments show that the AMP algorithm outperforms the classical MP algorithms in terms of time and phase transition.

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  Cite this article

[IEEE Style]

H. Baek, J. Kang, K. Kim, H. Lee, "Introduction and Performance Analysis of Approximate Message Passing (AMP) for Compressed Sensing Signal Recovery," The Journal of Korean Institute of Communications and Information Sciences, vol. 38, no. 11, pp. 1029-1043, 2013. DOI: .

[ACM Style]

Hyeong-ho Baek, Jae-wook Kang, Ki-sun Kim, and Heung-no Lee. 2013. Introduction and Performance Analysis of Approximate Message Passing (AMP) for Compressed Sensing Signal Recovery. The Journal of Korean Institute of Communications and Information Sciences, 38, 11, (2013), 1029-1043. DOI: .

[KICS Style]

Hyeong-ho Baek, Jae-wook Kang, Ki-sun Kim, Heung-no Lee, "Introduction and Performance Analysis of Approximate Message Passing (AMP) for Compressed Sensing Signal Recovery," The Journal of Korean Institute of Communications and Information Sciences, vol. 38, no. 11, pp. 1029-1043, 11. 2013.

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pISSN : 1226 - 4717
eISSN : 2287 - 3880