A Linear-Time and Linear-Space Algorithm for the Minimum Vertex Cover Problem on Giant Graphs

Hong Xu, T. K. Satish Kumar, Sven Koenig · Proceedings of the International Symposium on Combinatorial Search · 2021

In this paper, we develop the message passing based linear-time and linear-space MVC algorithm (MVC-MPL) for solving the minimum vertex cover (MVC) problem. MVC-MPL is based on heuristics derived from a theoretical analysis of message passing algorithms in the context of belief propagation. We show that MVC-MPL produces smaller vertex covers than other linear-time and linear-space algorithms.

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