A note on the rank of a sparse random matrix

preprint2020arXivOpen access

Abstract

Let An,m;k\mathbf{A}_{n,m;k} be a random n×mn \times m matrix with entries from some field F\mathbb{F} where there are exactly kk non-zero entries in each column, whose locations are chosen independently and uniformly at random from the set of all (nk){n \choose k} possibilities. In a previous paper (arXiv:1806.04988), we considered the rank of a random matrix in this model when the field is F=GF(2)\mathbb{F}=GF(2). In this note, we point out that with minimal modifications, the arguments from that paper actually allow analogous results when the field F\mathbb{F} is arbitrary. In particular, for any field F\mathbb{F} and any fixed k≥3k\geq 3, we determine an asymptotically correct estimate for the rank of An,m;k\mathbf{A}_{n,m;k} in terms of c,n,kc,n,k where m=cn/km=cn/k, and cc is a constant. This formula works even when the values of the nonzero elements are adversarially chosen. When F\mathbb{F} is a finite field, we also determine the threshold for having full row rank, when the values of the nonzero elements are randomly chosen.

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