Transdimensional approximate Bayesian computation for inference on invasive species models with latent variables of unknown dimension.
Oksana A. ChkrebtiiErin K. CameronDavid A. CampbellErin M. BaynePublished in: Comput. Stat. Data Anal. (2015)
Keyphrases
- latent variables
- probabilistic model
- posterior distribution
- structured prediction
- variational approximation
- bayesian inference
- variational bayes
- factor graphs
- hidden variables
- latent variable models
- markov chain monte carlo
- bayesian networks
- variational inference
- hierarchical model
- prior knowledge
- approximate inference
- random variables
- parameter estimation
- real valued
- exact inference
- observed variables
- data sets
- expectation propagation
- maximum likelihood
- random fields
- probabilistic graphical models
- latent space
- co occurrence
- text mining
- expectation maximization
- dynamic bayesian networks
- bayesian framework