Initial experiments in stochastic satisfiability
AAAI '99/IAAI '99 Proceedings of the sixteenth national conference on Artificial intelligence and the eleventh Innovative applications of artificial intelligence conference innovative applications of artificial intelligence
Artificial Intelligence - special issue on computational tradeoffs under bounded resources
Guided Local Search for Solving SAT and Weighted MAX-SAT Problems
Journal of Automated Reasoning
Resolution versus Search: Two Strategies for SAT
Journal of Automated Reasoning
MaxSolver: an efficient exact algorithm for (weighted) maximum satisfiability
Artificial Intelligence
A logical approach to efficient Max-SAT solving
Artificial Intelligence
Understanding the role of noise in stochastic local search: Analysis and experiments
Artificial Intelligence
Branch and Bound for Boolean Optimization and the Generation of Optimality Certificates
SAT '09 Proceedings of the 12th International Conference on Theory and Applications of Satisfiability Testing
New inference rules for efficient Max-SAT solving
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
Sound and efficient inference with probabilistic and deterministic dependencies
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
Memory-efficient inference in relational domains
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
AND/OR Branch-and-Bound search for combinatorial optimization in graphical models
Artificial Intelligence
Memory intensive AND/OR search for combinatorial optimization in graphical models
Artificial Intelligence
Efficient MAP Inference for Statistical Relational Models through Hybrid Metaheuristics
ISMIS '09 Proceedings of the 18th International Symposium on Foundations of Intelligent Systems
A dynamic approach to MPE and weighted MAX-SAT
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Exploiting inference rules to compute lower bounds for MAX-SAT solving
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Efficient stochastic local search for MPE solving
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
MaxSolver: An efficient exact algorithm for (weighted) maximum satisfiability
Artificial Intelligence
High Performing Algorithms for MAP and Conditional Inference in Markov Logic
AI*IA '09: Proceedings of the XIth International Conference of the Italian Association for Artificial Intelligence Reggio Emilia on Emergent Perspectives in Artificial Intelligence
Iterated robust tabu search for MAX-SAT
AI'03 Proceedings of the 16th Canadian society for computational studies of intelligence conference on Advances in artificial intelligence
Scaling and probabilistic smoothing: dynamic local search for unweighted MAX-SAT
AI'03 Proceedings of the 16th Canadian society for computational studies of intelligence conference on Advances in artificial intelligence
Approximating weighted Max-SAT problems by compensating for relaxations
CP'09 Proceedings of the 15th international conference on Principles and practice of constraint programming
A Framework for Certified Boolean Branch-and-Bound Optimization
Journal of Automated Reasoning
Journal of Automated Reasoning
Semiring-induced propositional logic: definition and basic algorithms
LPAR'10 Proceedings of the 16th international conference on Logic for programming, artificial intelligence, and reasoning
Boosting learning and inference in Markov logic through metaheuristics
Applied Intelligence
On mini-buckets and the min-fill elimination ordering
CP'11 Proceedings of the 17th international conference on Principles and practice of constraint programming
Mini-bucket elimination with bucket propagation
CP'06 Proceedings of the 12th international conference on Principles and Practice of Constraint Programming
Systematic vs. non-systematic algorithms for solving the MPE task
UAI'03 Proceedings of the Nineteenth conference on Uncertainty in Artificial Intelligence
An ACO algorithm for the most probable explanation problem
AI'04 Proceedings of the 17th Australian joint conference on Advances in Artificial Intelligence
Artificial Intelligence
Automated reasoning, fast and slow
CADE'13 Proceedings of the 24th international conference on Automated Deduction
MCMC estimation of conditional probabilities in probabilistic programming languages
ECSQARU'13 Proceedings of the 12th European conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty
Semiring-based mini-bucket partitioning schemes
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
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Logical and probabilistic reasoning are Closely related. Many examples in each group have natural analogs in the other. One example is the strong relationship between weighted MAXSAT and MPE. This paper presents a simple reduction of MPE to weighted MAX-SAT. It also investigates approximating MPE by converting it to a weighted MAX-SAT problem, then using the incomplete methods for solving weighted MAX-SAT to generate a solution. We show that converting MPE problems to MAX-SAT problems and using a method designed for MAX-SAT to solve them often produces solutions that are vastly superior to the previous local search methods designed directly for the MPE problem.