Reproducing Bayesian Posterior Distributions for Exoplanet Atmospheric Parameter Retrievals with a Machine Learning Surrogate Model.
Eyup B. UnluRoy T. ForestanoKonstantin T. MatchevKatia MatchevaPublished in: CoRR (2023)
Keyphrases
- machine learning
- bayesian learning
- posterior distribution
- bayesian model
- parameter estimation
- variational inference
- probability distribution
- bayesian inference
- image processing
- probabilistic model
- energy function
- parameter values
- fully bayesian
- hyperparameters
- posterior probability
- probability density function
- model selection
- super resolution
- information extraction
- high resolution
- prior knowledge
- support vector
- feature selection