Mathematics – Combinatorics
Scientific paper
2011-02-15
Mathematics
Combinatorics
Scientific paper
Let F be a uniformly distributed random k-SAT formula with n variables and m clauses. Non-rigorous statistical mechanics ideas have inspired a message passing algorithm called Belief Propagation Guided Decimation for finding satisfying assignments of F. This algorithm can be viewed as an attempt at implementing a certain thought experiment that we call the Decimation Process. In this paper we identify a variety of phase transitions in the decimation process and link these phase transitions to the performance of the algorithm.
Coja-Oghlan Amin
Pachon-Pinzon Angelica Y.
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