Learning functional priors and posteriors from data and physics.
Xuhui MengLiu YangZhiping MaoJosé del Águila FerrandisGeorge Em KarniadakisPublished in: J. Comput. Phys. (2022)
Keyphrases
- prior knowledge
- data sets
- data sources
- learning process
- database
- high quality
- learning systems
- data collection
- learning models
- human experts
- experimental data
- learning algorithm
- background knowledge
- data quality
- raw data
- training data
- active learning
- missing data
- data structure
- statistical analysis
- data processing
- semi supervised
- image data
- data analysis
- computer science
- data distribution
- learning tasks
- e learning
- original data
- bayesian framework
- data points