Population-Based MCMC on Multi-Core CPUs, GPUs and FPGAs.
Grigorios MingasChristos-Savvas BouganisPublished in: IEEE Trans. Computers (2016)
Keyphrases
- parallel architectures
- markov chain monte carlo
- markov chain
- field programmable gate array
- monte carlo
- simulated annealing
- particle swarm optimization
- posterior distribution
- general purpose
- parallel programming
- differential evolution
- graphics processing units
- parallel processing
- weighted sums
- hardware software
- hardware implementation
- embedded systems
- approximate inference
- computational power
- parallel computing
- posterior probability
- evolutionary search
- data association
- metropolis hastings algorithm
- combinatorial optimization
- massively parallel
- gpu implementation
- parameter estimation
- generative model
- graphics hardware
- bayesian inference
- genetic algorithm
- probabilistic inference
- parallel algorithm
- model selection
- particle filter
- probability distribution