A nonlinear population Monte Carlo scheme for Bayesian parameter estimation in a stochastic intercellular network model.
Joaquín MíguezInés P. MariñoPublished in: CAMSAP (2015)
Keyphrases
- monte carlo
- parameter estimation
- network model
- maximum likelihood
- posterior distribution
- monte carlo methods
- markov chain monte carlo
- model selection
- markov random field
- bayesian model selection
- least squares
- markov chain
- em algorithm
- neural network
- random fields
- monte carlo simulation
- parameter estimation algorithm
- importance sampling
- maximum likelihood estimation
- point processes
- expectation maximization
- adaptive sampling
- monte carlo tree search
- variance reduction
- markov fields
- markovian decision
- stochastic approximation
- gene regulatory networks
- particle filter
- matrix inversion
- approximate inference
- image processing
- feature selection
- structure learning
- closed form
- image segmentation