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An alternative derivation for the well-known approximate message passing (AMP) algorithm proposed by Donoho <etal/> is presented in this letter. Compared with the original derivation, which exploits central limit theorem and Taylor expansion to simplify belief propagation (BP), our derivation resorts to expectation propagation (EP) and the neglect of high-order terms in large system limit. This...
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