Physics-Constrained Deep Learning for High-dimensional Surrogate Modeling and Uncertainty Quantification without Labeled Data.
Yinhao ZhuNicholas ZabarasPhaedon-Stelios KoutsourelakisParis PerdikarisPublished in: CoRR (2019)
Keyphrases
- labeled data
- deep learning
- unlabeled data
- semi supervised
- high dimensional
- semi supervised learning
- data points
- unsupervised learning
- supervised learning
- text classification
- active learning
- transfer learning
- machine learning
- training data
- training examples
- learning algorithm
- class labels
- dimensionality reduction
- weakly supervised
- prior knowledge
- pattern recognition
- multiscale
- real world
- multi class
- support vector machine
- pairwise