Decelle–Krzakala–Moore–Zdeborová Potts-model conjecture for k communities
Decelle–Krzakala–Moore–Zdeborová Potts-model conjecture for k communities
Let be the planted partition model with communities, where . Let be a threshold depending only on . Decelle–Krzakala–Moore–Zdeborová's Potts-model conjecture. For any , there exists such that
implies that the clustering problem cannot be solved;
implies that it is solvable but not in polynomial time; and
implies that it can be solved in polynomial time. When , , so the intermediate case does not occur; when , . This conjecture predicts distinct information-theoretic and computational transitions for the multi-community model, motivated by phase transitions in the Potts model on trees. The source notes that non-reconstruction results are less precise for and gives no resolution of the conjecture.
Sources & referencesView supporting material
Primary source
Elchanan Mossel, Joe Neeman and Allan Sly, “Stochastic Block Models and Reconstruction”, arXiv:1202.1499 (2012).
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