A Probabilistic Approach to Satisfiability of Propositional Logic Formulae
Artificial Intelligence
2019-12-05 v1 Logic in Computer Science
Abstract
We propose a version of WalkSAT algorithm, named as BetaWalkSAT. This method uses probabilistic reasoning for biasing the starting state of the local search algorithm. Beta distribution is used to model the belief over boolean values of the literals. Our results suggest that, the proposed BetaWalkSAT algorithm can outperform other uninformed local search approaches for complex boolean satisfiability problems.
Cite
@article{arxiv.1912.02150,
title = {A Probabilistic Approach to Satisfiability of Propositional Logic Formulae},
author = {Reazul Hasan Russel},
journal= {arXiv preprint arXiv:1912.02150},
year = {2019}
}