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