RockIt: Exploiting Parallelism and Symmetry for MAP Inference in Statistical Relational Models.
Jan NoessnerMathias NiepertHeiner StuckenschmidtPublished in: AAAI (2013)
Keyphrases
- map inference
- relational models
- graphical models
- probabilistic graphical models
- belief propagation
- probabilistic inference
- statistical models
- random variables
- relational model
- probabilistic model
- markov random field
- relational data
- bayesian networks
- structure learning
- image labeling
- approximate inference
- conditional random fields
- data model
- markov logic networks
- probabilistic reasoning
- semantic segmentation
- information retrieval
- dynamic programming
- message passing
- hidden markov models
- efficient learning
- pairwise