Cross Validation Aided Approximated Message Passing Algorithm for User Identification in mMTC

IEEE Communications Letters(2021)

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摘要
Recently, the approximate message passing (AMP) algorithm is advocated for overcoming the active user identification challenge in grant free (GF) massive random access (RA). However, requiring the perfect knowledge of user sparsity is a quite strong assumption of AMP algorithm in practical applications. Accordingly, we incorporate the cross validation (CV) method into the minimum mean square error...
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关键词
Matching pursuit algorithms,Estimation,Complexity theory,Approximation algorithms,Message passing,Sparse matrices,Simulation
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