pocoMC: A Python package for accelerated Bayesian inference in astronomy and cosmology.
Minas KaramanisDavid NabergojFlorian BeutlerJohn A. PeacockUros SeljakPublished in: J. Open Source Softw. (2022)
Keyphrases
- bayesian inference
- probabilistic model
- open source
- prior information
- hyperparameters
- bayesian model
- scientific data
- particle filter
- statistical inference
- gibbs sampler
- variational bayes
- programming language
- scripting language
- variational inference
- hierarchical bayesian
- bayesian networks
- weighted model counting
- inference process
- hidden variables
- probabilistic modeling
- expectation propagation
- markov chain monte carlo
- gaussian process
- conditional probabilities
- support vector