On Estimation of Thermodynamic Observables in Lattice Field Theories with Deep Generative Models.
Kim A. NicoliChristopher J. AndersLena FunckeTobias HartungKarl JansenPan KesselShinichi NakajimaPaolo StornatiPublished in: CoRR (2020)
Keyphrases
- generative model
- probabilistic model
- mixture model
- discriminative learning
- em algorithm
- prior knowledge
- hierarchical hidden markov models
- conditional random fields
- object categories
- discriminative models
- deep belief networks
- expectation maximization
- generative and discriminative models
- graphical models
- semi supervised
- maximum likelihood
- topic models
- hidden variables
- maximum entropy principle
- representational power
- discriminative methods
- discriminatively trained
- computer vision