Toward sampling from undirected probabilistic graphical models using a D-Wave quantum annealer.
Yaroslav KoshkaMark A. NovotnyPublished in: Quantum Inf. Process. (2020)
Keyphrases
- probabilistic graphical models
- undirected graphical models
- graphical models
- markov networks
- first order logic
- belief propagation
- random sampling
- parameter learning
- conditional random fields
- latent variables
- probabilistic inference
- belief functions
- probabilistic model
- approximate inference
- soft computing
- graph cuts
- sample size
- hidden markov models
- bayesian networks
- exact inference
- expert systems
- least squares
- machine learning
- random variables
- generative model
- maximum likelihood
- higher order