Bayesian parameter estimation for biochemical reaction networks using region-based adaptive parallel tempering.
Benjamin BallnusSteffen SchaperFabian J. TheisJan HasenauerPublished in: Bioinform. (2018)
Keyphrases
- parameter estimation
- markov chain monte carlo
- posterior distribution
- bayesian inference
- maximum likelihood
- least squares
- model selection
- approximate inference
- markov random field
- em algorithm
- expectation maximization
- structure learning
- parameter estimation algorithm
- loopy belief propagation
- experimental data
- hidden variables
- generative model
- hyperparameters
- probabilistic model