Optimal DR-Submodular Maximization and Applications to Provable Mean Field Inference.
An BianJoachim M. BuhmannAndreas KrausePublished in: CoRR (2018)
Keyphrases
- belief networks
- objective function
- bayesian inference
- closed form
- dynamic programming
- greedy algorithm
- bayesian networks
- loopy belief propagation
- optimal solution
- probabilistic inference
- exact inference
- graphical models
- energy minimization
- variational inference
- random variables
- worst case
- optimal control
- globally optimal
- markov chain monte carlo
- variational methods
- neural network
- approximation guarantees
- variational bayes