CosmoPower-JAX: high-dimensional Bayesian inference with differentiable cosmological emulators.
Davide PirasA. Spurio ManciniPublished in: CoRR (2023)
Keyphrases
- bayesian inference
- high dimensional
- probabilistic model
- prior information
- virtual machine
- low dimensional
- hyperparameters
- bayesian model
- variational inference
- statistical inference
- variational bayes
- hidden variables
- weighted model counting
- gibbs sampler
- high dimensional data
- dimensionality reduction
- parameter space
- hierarchical bayesian
- probabilistic modeling
- objective function
- loss function
- operating system
- prior distribution
- feature space
- expectation propagation
- variational approximation
- search algorithm