The completability-transition conjecture for random bipartite masks
The completability-transition conjecture for random bipartite masks
Fix a rank and let be the random bipartite graph with edge density parameter . Let be the supremum of the constants for which is -independent with high probability, and let the -core be the maximal subgraph of minimum degree at least . A mask is completable when its observed entries determine a generic rank- matrix, and the completability transition is the threshold for this property. Completability-transition conjecture. The constant is the threshold for the completability transition in . Moreover, almost all of the -core is completable above the threshold. This includes the conjecture that the completability threshold exists; the paper notes that this has not been established, unlike the threshold for the emergence of a circuit. The claim is supported by experiments and is compared with results for two-dimensional distance matrices.
Sources & referencesView supporting material
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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