Markov-Chain Monte Carlo approximation of the Ideal Observer using generative adversarial networks.
Weimin ZhouMark A. AnastasioPublished in: Medical Imaging: Image Perception, Observer Performance, and Technology Assessment (2020)
Keyphrases
- markov chain monte carlo
- generative model
- exact computation
- parameter estimation
- posterior distribution
- monte carlo
- markov chain
- markov chain monte carlo sampling
- bayesian inference
- posterior probability
- approximate inference
- probabilistic model
- em algorithm
- particle filtering
- particle filter
- mixture model
- simulated annealing
- conditional random fields
- expectation maximization
- data association
- probability distribution
- feature selection