Efficient surrogate modeling methods for large-scale Earth system models based on machine learning techniques.
Dan LuDaniel M. RicciutoPublished in: CoRR (2019)
Keyphrases
- machine learning methods
- statistical methods
- computationally intensive
- statistical models
- machine learning algorithms
- machine learning approaches
- computationally expensive
- significant improvement
- complexity analysis
- predictive power
- benchmark datasets
- parameter estimation
- empirical studies
- machine learning models
- probabilistic model
- computational cost
- feature selection
- learning algorithm
- models built
- physical models
- theoretical models
- data sets
- modeling framework
- model validation
- modeling method
- linear models
- small scale
- classification models
- markov random field
- artificial neural networks
- preprocessing
- information retrieval