Efficient inference in state-space models through adaptive learning in online Monte Carlo expectation maximization.
Donna HendersonGerton LunterPublished in: Comput. Stat. (2020)
Keyphrases
- monte carlo
- adaptive learning
- efficient inference
- markovian decision
- state space
- markov chain
- particle filter
- expectation maximization
- probabilistic model
- parameter estimation
- em algorithm
- reinforcement learning
- online learning
- structured prediction
- e learning
- markov random field
- pairwise
- computer vision
- generative model
- learning environment
- probabilistic inference
- hidden variables
- fully connected
- multimedia