The rank of sparse random matrices

Random Struct. Algorithms(2020)

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摘要
We determine the rank of a random matrix A over an arbitrary field with prescribed numbers of non-zero entries in each row and column. As an application we obtain a formula for the rate of low-density parity check codes. This formula vindicates a conjecture of Lelarge [Proc. IEEE Information Theory Workshop 2013]. The proofs are based on coupling arguments and a novel random perturbation, applicable to any matrix, that likely diminishes the number of short linear relations.
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关键词
finite field,random constraint satisfaction,random matrices,rank,sparse matrices
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