Just Count the Satisfied Groundings: Scalable Local-Search and Sampling Based Inference in MLNs.
Deepak VenugopalSomdeb SarkhelVibhav GogatePublished in: AAAI (2015)
Keyphrases
- markov logic networks
- statistical relational learning
- probabilistic reasoning
- search algorithm
- probabilistic inference
- motion planning
- markov chain monte carlo
- tabu search
- simulated annealing
- bayesian inference
- structure learning
- first order logic
- probabilistic graphical models
- relational learning
- memetic algorithm
- bayesian networks
- web scale
- bayesian network inference
- global search
- monte carlo
- markov networks
- search procedure
- combinatorial optimization
- optimal solution
- genetic algorithm