A Custom Precision Based Architecture for Accelerating Parallel Tempering MCMC on FPGAs without Introducing Sampling Error.
Grigorios MingasChristos-Savvas BouganisPublished in: FCCM (2012)
Keyphrases
- markov chain monte carlo
- parameter estimation
- bayesian inference
- markov chain
- posterior distribution
- monte carlo
- generative model
- particle filter
- approximate inference
- posterior probability
- simulated annealing
- loopy belief propagation
- hardware implementation
- data association
- maximum likelihood
- graphical models
- probabilistic inference
- hidden markov models
- processing elements
- conditional random fields
- particle filtering
- object tracking
- neural network
- least squares
- prior knowledge
- learning algorithm