A Thorough View of Exact Inference in Graphs from the Degree-4 Sum-of-Squares Hierarchy.
Kevin BelloChuyang KeJean HonorioPublished in: CoRR (2021)
Keyphrases
- exact inference
- graphical models
- approximate inference
- bayesian networks
- probabilistic inference
- belief propagation
- belief networks
- inference in bayesian networks
- structured prediction
- conditional random fields
- latent variables
- approximation algorithms
- dynamic bayesian networks
- probabilistic model
- machine learning
- parameter estimation
- structure learning
- convex optimization
- message passing
- gaussian process
- variational methods
- lower bound