hIPPYlib-MUQ: A Bayesian Inference Software Framework for Integration of Data with Complex Predictive Models under Uncertainty.
Ki-Tae KimUmberto VillaMatthew ParnoYoussef MarzoukOmar GhattasNoemi PetraPublished in: CoRR (2021)
Keyphrases
- bayesian inference
- statistical inference
- bayesian models
- probabilistic model
- data sets
- prior knowledge
- hidden variables
- prior information
- historical data
- missing data
- data sources
- probabilistic modeling
- uncertain data
- markov chain monte carlo
- predictive model
- probability distribution
- computer systems
- prior distribution
- bayesian framework
- incomplete data
- statistical methods
- hyperparameters
- heterogeneous data sources