Active Learning Based Sampling for High-Dimensional Nonlinear Partial Differential Equations.
Wenhan GaoChunmei WangPublished in: CoRR (2021)
Keyphrases
- active learning
- high dimensional
- random sampling
- nonlinear partial differential equations
- parameter space
- sampling strategies
- sample selection
- active sampling
- selective sampling
- stratified sampling
- high dimensionality
- low dimensional
- machine learning
- data points
- sampling methods
- sampling algorithm
- feature space
- noisy data
- high dimensional data
- imbalanced class distribution
- sparse data
- partial differential equations
- semi supervised
- similarity search
- supervised learning
- experimental design
- gene expression data
- transfer learning
- monte carlo
- training set
- training examples
- cost sensitive
- dimensionality reduction
- class imbalance
- data sets
- sampling strategy
- learning process
- learning strategies
- learning algorithm