Hybrid Memoised Wake-Sleep: Approximate Inference at the Discrete-Continuous Interface.
Tuan Anh LeKatherine M. CollinsLuke HewittKevin EllisN. SiddharthSamuel J. GershmanJoshua B. TenenbaumPublished in: CoRR (2021)
Keyphrases
- approximate inference
- discrete variables
- graphical models
- exact inference
- linear gaussian
- belief propagation
- probabilistic inference
- continuous variables
- message passing
- bayesian networks
- gaussian process
- parameter estimation
- variational methods
- latent variables
- loopy belief propagation
- dynamic bayesian networks
- factor graphs
- expectation propagation
- structure learning
- conditional random fields
- random variables
- probabilistic model
- belief networks
- information retrieval
- training data
- optical flow
- structured prediction
- hidden markov models
- graph cuts