SVD-PINNs: Transfer Learning of Physics-Informed Neural Networks via Singular Value Decomposition.
Yihang GaoKa Chun CheungMichael K. NgPublished in: SSCI (2022)
Keyphrases
- singular value decomposition
- transfer learning
- neural network
- learning tasks
- knowledge transfer
- least squares
- singular values
- reinforcement learning
- pattern recognition
- low rank
- active learning
- dimensionality reduction
- labeled data
- cross domain
- latent semantic indexing
- semi supervised learning
- machine learning
- principal component analysis
- dimension reduction
- collaborative filtering
- transfer knowledge
- learning algorithm
- text classification
- low rank approximation
- multi task
- domain adaptation
- training data
- latent semantic analysis
- data matrix
- machine learning algorithms
- text categorization
- knowledge discovery
- target domain
- computer vision