The regular-mask conjecture for generic matrix completability

Fix a rank rr and let G(n,n,2r,2r)G(n,n,2r,2r) denote a uniformly random 2r2r-regular bipartite graph with nn vertices in each part. A mask is completable when its observed entries determine a generic rank-rr matrix. Regular-mask conjecture. With high probability, G(n,n,2r,2r)G(n,n,2r,2r) is completable. Moreover, it remains completable with high probability after r2r^2 edges are removed uniformly at random. The paper gives experimental evidence for this behavior and notes its contrast with the incoherent setting, as well as its consistency with proved results for two-dimensional distance matrices.

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Primary source

Franz J. Király, Louis Theran and Ryota Tomioka, “The Algebraic Combinatorial Approach for Low-Rank Matrix Completion”, arXiv:1211.4116 (2014).

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