Deep adaptive sampling for surrogate modeling without labeled data.
Xili WangKejun TangJiayu ZhaiXiaoliang WanChao YangPublished in: CoRR (2024)
Keyphrases
- labeled data
- adaptive sampling
- unlabeled data
- semi supervised learning
- semi supervised
- active learning
- training data
- supervised learning
- text classification
- data points
- semi supervised classification
- transfer learning
- domain adaptation
- learning algorithm
- monte carlo
- class labels
- co training
- random sampling
- labeled and unlabeled data
- prior knowledge
- labeled examples
- labeled training data
- unsupervised learning
- dimensionality reduction
- text categorization
- training examples
- training set
- labeled instances
- data sets
- supervised methods
- similarity measure
- sampling methods
- pairwise
- training samples
- multi view