Can We Evaluate Domain Adaptation Models Without Target-Domain Labels? A Metric for Unsupervised Evaluation of Domain Adaptation.
Jianfei YangHanjie QianYuecong XuLihua XiePublished in: CoRR (2023)
Keyphrases
- domain adaptation
- target domain
- semi supervised
- source domain
- transfer learning
- cross domain
- training data
- labeled data
- test data
- multiple sources
- semi supervised learning
- sentiment classification
- unlabeled data
- document classification
- unsupervised learning
- concept space
- pairwise
- databases
- co training
- source and target domains
- text categorization
- test set
- training samples
- text classification
- supervised learning
- training set
- machine learning algorithms
- training examples
- knowledge transfer
- domain specific
- nearest neighbor
- data model
- prior knowledge
- machine learning