On the Hardness of Domain Adaptation and the Utility of Unlabeled Target Samples.
Shai Ben-DavidRuth UrnerPublished in: ALT (2012)
Keyphrases
- domain adaptation
- target domain
- labeled data
- training samples
- unlabeled data
- semi supervised learning
- source domain
- training data
- semi supervised
- training set
- cross domain
- transfer learning
- training examples
- test data
- active learning
- labeled examples
- data sets
- text classification
- multiple sources
- transfer knowledge
- supervised learning
- data points
- co training
- covariate shift
- class labels
- machine learning
- domain specific
- learning algorithm
- manifold alignment
- multi view
- prior knowledge
- databases
- document classification
- sentiment classification
- high dimensional
- pairwise